{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--BOOK_INFORMATION-->\n",
    "<a href=\"https://user-images.githubusercontent.com/19553554/71825144-2d568180-30d6-11ea-8ee0-63c849cfd934.png\" target=\"_blank\"><img align=\"left\" style=\"width: 76px; height: 100px; background: white; padding: 1px; border: 1px solid black; margin-right:10px;\"></a>\n",
    "*pyecharts 是一个用于生成 Echarts 图表的类库。Echarts 是百度开源的一个数据可视化 JS 库。用 Echarts 生成的图可视化效果非常棒，为了与 Python 进行对接，方便在 Python 中直接使用数据生成图，于是有人开发出了这个项目[GitHub](https://github.com/pyecharts/pyecharts) .*\n",
    "\n",
    "*Note.建议本程序在参看https://github.com/pyecharts/pyecharts 的安装步骤后再运行； 本程序所有的例子都是从官方提供的样例代码[GitHub](https://github.com/pyecharts/pyecharts-gallery)中提取的,如果对某个API有疑问建议在IDE里面查看*\n",
    "\n",
    "*Echart类型图种大全:https://echarts.apache.org/examples/zh/#chart-type-line pyecharts图导入到ppt中的方法:https://baijiahao.baidu.com/s?id=1663839456876951842&wfr=spider&for=pc.*\n",
    "\n",
    "*作者: LBQ; 时间:2020/7/24. 邮箱:779660843@qq.com*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ⅰ.柱状图(Bar)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 基础示例\n",
    "第一段代码包含了在柱形图绘制过程中基本上需要使用的API，并且做出了简单的注释;代码还未排版\n",
    "其它类型的图像参数与此共用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    }
   ],
   "source": [
    "from pyecharts.charts import Bar\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.globals import ThemeType    #使用主题\n",
    "from pyecharts.commons.utils import JsCode\n",
    "\n",
    "\n",
    "x = [\"衬衫\", \"毛衣\", \"领带\", \"裤子\", \"风衣\", \"高跟鞋\", \"袜子\"]\n",
    "y1 = [114, 55, 27, 101, 125, 27, 105]\n",
    "y2 = [57, 134, 137, 129, 145, 60, 49]\n",
    "y3 = [99, 196, 56, 29, 115, 90, 149]\n",
    "# V1 版本开始支持链式调用\n",
    "bar = (\n",
    "    Bar(    #初始化主题\n",
    "            #{\"theme\": ThemeType.MACARONS}\n",
    "                init_opts=opts.InitOpts(\n",
    "                    #开启动画,参考https://blog.csdn.net/W_H_M_2018/article/details/105565792\n",
    "                    animation_opts=opts.AnimationOpts(\n",
    "                    animation_delay=1000, animation_easing=\"elasticOut\")\n",
    "                    #设置背景\n",
    "                    #bg_color={\"type\": \"pattern\", \"image\": JsCode(\"img\"), \"repeat\": \"no-repeat\"}\n",
    "            \n",
    "        )\n",
    "        \n",
    "       )\n",
    "    \n",
    "    #******此处是添加数据，注意很多例子在'.add_'格式的函数前两项写有'series_name='和'yaxis_data='，记得去掉!******\n",
    "    .add_xaxis(x)\n",
    "    .add_yaxis(\"商家A\", y1, gap=\"0%\")#gap为不同 系列柱 间的距离\n",
    "    .add_yaxis(\"商家B\", y2, category_gap=\"80%\", is_selected=False)\n",
    "    .add_yaxis(\"商家C\", y3, stack=\"stack1\", category_gap=\"60%\")\n",
    "    #.reversal_axis() #对调xy轴\n",
    "    #\"category_gap=80%\"表示条目之间间隔占比为80%(最后一个生效), is_selected设置设否默认显示可以靠点击恢复, stack表示堆叠\n",
    "    \n",
    "    \n",
    "    .set_series_opts(label_opts=opts.LabelOpts(is_show=False),#设置序列选项\n",
    "                     markpoint_opts=opts.MarkPointOpts(data=[opts.MarkPointItem(coord=[x[2], y1[2]], value=y1[2]), #自定义指示☞点\n",
    "                                                             opts.MarkPointItem(type_=\"max\", name=\"最大值\"), #设置标点,此处是最大值\n",
    "                                                             opts.MarkPointItem(type_=\"min\", name=\"最小值\"),\n",
    "                                                             opts.MarkPointItem(type_=\"average\", name=\"平均值\"),\n",
    "                                                                               ]),\n",
    "                     markline_opts=opts.MarkLineOpts(data=[opts.MarkLineItem(y=50, name=\"yAxis=50\"),#自定义指示☞线\n",
    "                                                          opts.MarkLineItem(type_=\"min\", name=\"最小值\"),\n",
    "                                                          opts.MarkLineItem(type_=\"max\", name=\"最大值\"),\n",
    "                                                          opts.MarkLineItem(type_=\"average\", name=\"平均值\"),]\n",
    "                                                    ),\n",
    "                     itemstyle_opts={#柱子->椭圆以及颜色\n",
    "                        \"normal\": {\n",
    "                            \"color\": JsCode(\n",
    "                                \"\"\"new echarts.graphic.LinearGradient(0, 0, 0, 1, [{\n",
    "                        offset: 0,\n",
    "                        color: 'rgba(0, 244, 255, 1)'\n",
    "                    }, {\n",
    "                        offset: 1,\n",
    "                        color: 'rgba(0, 77, 167, 1)'\n",
    "                    }], false)\"\"\"\n",
    "                        ),\n",
    "                        \"barBorderRadius\": [30, 30, 30, 30],\n",
    "                        \"shadowColor\": \"rgb(0, 160, 221)\",\n",
    "                                }\n",
    "                                    }\n",
    "                    )\n",
    "    \n",
    "    \n",
    "    .set_global_opts(#用链式调用形式配置\n",
    "        title_opts=opts.TitleOpts(title=\"某商场销售情况\",title_textstyle_opts=opts.TextStyleOpts(color=\"white\"),),#设置标题及文字风格\n",
    "        yaxis_opts=opts.AxisOpts(name=\"Y轴表示价格\"),\n",
    "        xaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(rotate=-15,formatter=\"{value} /月\")),         #设置x轴翻转及格式\n",
    "    )\n",
    "    .set_global_opts( #用字典形式配置\n",
    "        title_opts={\"text\": \"另一种配置方式\", \"subtext\": \"次级标题\"},   \n",
    "        datazoom_opts={opts.DataZoomOpts(), opts.DataZoomOpts(type_=\"inside\")},                              #数据整体放大\n",
    "        #datazoom_opts={opts.DataZoomOpts(type_=\"inside\")},                                                  #数据仅内部放大\n",
    "        #datazoom_opts={opts.DataZoomOpts()},                                                                #数据仅水平放大\n",
    "        #datazoom_opts={opts.DataZoomOpts(orient=\"vertical\")},                                               #数据仅纵向放大\n",
    "        toolbox_opts={opts.ToolboxOpts()},                                                                   #加载工具箱\n",
    "        #brush_opts={opts.BrushOpts()},                                                                       #添加右侧滑动条\n",
    "        \n",
    "        )\n",
    ")\n",
    "# 保存为html文件\n",
    "bar.render('test_1.html')\n",
    "\n",
    "\n",
    "#官方写法\n",
    "from pyecharts.faker import Faker    #使用内置虚假数据\n",
    "bar_official = (\n",
    "    Bar({\"theme\": ThemeType.MACARONS})#初始化主题\n",
    "    .add_xaxis(Faker.choose())#Faker.choose()随机调用一类标签\n",
    "    .add_yaxis(\"商家A\", Faker.values())\n",
    "    .add_yaxis(\"商家B\", Faker.values())\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"某商场销售情况\", subtitle=\"2020年\"))#标题配置项\n",
    "    .render(\"bar_base.html\")#这行建议尽量写在外部以防报错\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "new Promise(function(resolve, reject) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    script.onload = resolve;\n",
       "    script.onerror = reject;\n",
       "    script.src = \"https://assets.pyecharts.org/assets/echarts.min.js\";\n",
       "    document.head.appendChild(script);\n",
       "}).then(() => {\n",
       "\n",
       "});"
      ],
      "text/plain": [
       "<pyecharts.render.display.Javascript at 0x7f8f1c096940>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# from pyecharts.globals import CurrentConfig, NotebookType\n",
    "# CurrentConfig.NOTEBOOK_TYPE = NotebookType.JUPYTER_LAB\n",
    "# CurrentConfig.ONLINE_HOST\n",
    "\n",
    "#加载JavaScript脚本的代码\n",
    "bar.load_javascript()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"8c1222d08faf4a03b6d3a7120bba9e2c\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_8c1222d08faf4a03b6d3a7120bba9e2c = echarts.init(\n",
       "                    document.getElementById('8c1222d08faf4a03b6d3a7120bba9e2c'), 'white', {renderer: 'canvas'});\n",
       "                var option_8c1222d08faf4a03b6d3a7120bba9e2c = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"elasticOut\",\n",
       "    \"animationDelay\": 1000,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u5546\\u5bb6A\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                114,\n",
       "                55,\n",
       "                27,\n",
       "                101,\n",
       "                125,\n",
       "                27,\n",
       "                105\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"0%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"inside\",\n",
       "                    \"color\": \"#fff\",\n",
       "                    \"margin\": 8\n",
       "                },\n",
       "                \"data\": [\n",
       "                    {\n",
       "                        \"coord\": [\n",
       "                            \"\\u9886\\u5e26\",\n",
       "                            27\n",
       "                        ],\n",
       "                        \"value\": 27\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u6700\\u5927\\u503c\",\n",
       "                        \"type\": \"max\"\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u6700\\u5c0f\\u503c\",\n",
       "                        \"type\": \"min\"\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u5e73\\u5747\\u503c\",\n",
       "                        \"type\": \"average\"\n",
       "                    }\n",
       "                ]\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"silent\": false,\n",
       "                \"precision\": 2,\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"margin\": 8\n",
       "                },\n",
       "                \"data\": [\n",
       "                    {\n",
       "                        \"name\": \"yAxis=50\",\n",
       "                        \"yAxis\": 50\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u6700\\u5c0f\\u503c\",\n",
       "                        \"type\": \"min\"\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u6700\\u5927\\u503c\",\n",
       "                        \"type\": \"max\"\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u5e73\\u5747\\u503c\",\n",
       "                        \"type\": \"average\"\n",
       "                    }\n",
       "                ]\n",
       "            },\n",
       "            \"itemStyle\": {\n",
       "                \"normal\": {\n",
       "                    \"color\": new echarts.graphic.LinearGradient(0, 0, 0, 1, [{                        offset: 0,                        color: 'rgba(0, 244, 255, 1)'                    }, {                        offset: 1,                        color: 'rgba(0, 77, 167, 1)'                    }], false),\n",
       "                    \"barBorderRadius\": [\n",
       "                        30,\n",
       "                        30,\n",
       "                        30,\n",
       "                        30\n",
       "                    ],\n",
       "                    \"shadowColor\": \"rgb(0, 160, 221)\"\n",
       "                }\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u5546\\u5bb6B\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                57,\n",
       "                134,\n",
       "                137,\n",
       "                129,\n",
       "                145,\n",
       "                60,\n",
       "                49\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"80%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"inside\",\n",
       "                    \"color\": \"#fff\",\n",
       "                    \"margin\": 8\n",
       "                },\n",
       "                \"data\": [\n",
       "                    {\n",
       "                        \"coord\": [\n",
       "                            \"\\u9886\\u5e26\",\n",
       "                            27\n",
       "                        ],\n",
       "                        \"value\": 27\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u6700\\u5927\\u503c\",\n",
       "                        \"type\": \"max\"\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u6700\\u5c0f\\u503c\",\n",
       "                        \"type\": \"min\"\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u5e73\\u5747\\u503c\",\n",
       "                        \"type\": \"average\"\n",
       "                    }\n",
       "                ]\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"silent\": false,\n",
       "                \"precision\": 2,\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"margin\": 8\n",
       "                },\n",
       "                \"data\": [\n",
       "                    {\n",
       "                        \"name\": \"yAxis=50\",\n",
       "                        \"yAxis\": 50\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u6700\\u5c0f\\u503c\",\n",
       "                        \"type\": \"min\"\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u6700\\u5927\\u503c\",\n",
       "                        \"type\": \"max\"\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u5e73\\u5747\\u503c\",\n",
       "                        \"type\": \"average\"\n",
       "                    }\n",
       "                ]\n",
       "            },\n",
       "            \"itemStyle\": {\n",
       "                \"normal\": {\n",
       "                    \"color\": new echarts.graphic.LinearGradient(0, 0, 0, 1, [{                        offset: 0,                        color: 'rgba(0, 244, 255, 1)'                    }, {                        offset: 1,                        color: 'rgba(0, 77, 167, 1)'                    }], false),\n",
       "                    \"barBorderRadius\": [\n",
       "                        30,\n",
       "                        30,\n",
       "                        30,\n",
       "                        30\n",
       "                    ],\n",
       "                    \"shadowColor\": \"rgb(0, 160, 221)\"\n",
       "                }\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u5546\\u5bb6C\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                99,\n",
       "                196,\n",
       "                56,\n",
       "                29,\n",
       "                115,\n",
       "                90,\n",
       "                149\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"stack\": \"stack1\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"60%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"inside\",\n",
       "                    \"color\": \"#fff\",\n",
       "                    \"margin\": 8\n",
       "                },\n",
       "                \"data\": [\n",
       "                    {\n",
       "                        \"coord\": [\n",
       "                            \"\\u9886\\u5e26\",\n",
       "                            27\n",
       "                        ],\n",
       "                        \"value\": 27\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u6700\\u5927\\u503c\",\n",
       "                        \"type\": \"max\"\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u6700\\u5c0f\\u503c\",\n",
       "                        \"type\": \"min\"\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u5e73\\u5747\\u503c\",\n",
       "                        \"type\": \"average\"\n",
       "                    }\n",
       "                ]\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"silent\": false,\n",
       "                \"precision\": 2,\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"margin\": 8\n",
       "                },\n",
       "                \"data\": [\n",
       "                    {\n",
       "                        \"name\": \"yAxis=50\",\n",
       "                        \"yAxis\": 50\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u6700\\u5c0f\\u503c\",\n",
       "                        \"type\": \"min\"\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u6700\\u5927\\u503c\",\n",
       "                        \"type\": \"max\"\n",
       "                    },\n",
       "                    {\n",
       "                        \"name\": \"\\u5e73\\u5747\\u503c\",\n",
       "                        \"type\": \"average\"\n",
       "                    }\n",
       "                ]\n",
       "            },\n",
       "            \"itemStyle\": {\n",
       "                \"normal\": {\n",
       "                    \"color\": new echarts.graphic.LinearGradient(0, 0, 0, 1, [{                        offset: 0,                        color: 'rgba(0, 244, 255, 1)'                    }, {                        offset: 1,                        color: 'rgba(0, 77, 167, 1)'                    }], false),\n",
       "                    \"barBorderRadius\": [\n",
       "                        30,\n",
       "                        30,\n",
       "                        30,\n",
       "                        30\n",
       "                    ],\n",
       "                    \"shadowColor\": \"rgb(0, 160, 221)\"\n",
       "                }\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5546\\u5bb6A\",\n",
       "                \"\\u5546\\u5bb6B\",\n",
       "                \"\\u5546\\u5bb6C\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\\u5546\\u5bb6A\": true,\n",
       "                \"\\u5546\\u5bb6B\": false,\n",
       "                \"\\u5546\\u5bb6C\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"axisLabel\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"rotate\": -15,\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{value} /\\u6708\"\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u886c\\u886b\",\n",
       "                \"\\u6bdb\\u8863\",\n",
       "                \"\\u9886\\u5e26\",\n",
       "                \"\\u88e4\\u5b50\",\n",
       "                \"\\u98ce\\u8863\",\n",
       "                \"\\u9ad8\\u8ddf\\u978b\",\n",
       "                \"\\u889c\\u5b50\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"name\": \"Y\\u8f74\\u8868\\u793a\\u4ef7\\u683c\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": {\n",
       "        \"text\": \"\\u53e6\\u4e00\\u79cd\\u914d\\u7f6e\\u65b9\\u5f0f\",\n",
       "        \"subtext\": \"\\u6b21\\u7ea7\\u6807\\u9898\"\n",
       "    },\n",
       "    \"toolbox\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"itemSize\": 15,\n",
       "            \"itemGap\": 10,\n",
       "            \"left\": \"80%\",\n",
       "            \"feature\": {\n",
       "                \"saveAsImage\": {\n",
       "                    \"type\": \"png\",\n",
       "                    \"backgroundColor\": \"auto\",\n",
       "                    \"connectedBackgroundColor\": \"#fff\",\n",
       "                    \"show\": true,\n",
       "                    \"title\": \"\\u4fdd\\u5b58\\u4e3a\\u56fe\\u7247\",\n",
       "                    \"pixelRatio\": 1\n",
       "                },\n",
       "                \"restore\": {\n",
       "                    \"show\": true,\n",
       "                    \"title\": \"\\u8fd8\\u539f\"\n",
       "                },\n",
       "                \"dataView\": {\n",
       "                    \"show\": true,\n",
       "                    \"title\": \"\\u6570\\u636e\\u89c6\\u56fe\",\n",
       "                    \"readOnly\": false,\n",
       "                    \"lang\": [\n",
       "                        \"\\u6570\\u636e\\u89c6\\u56fe\",\n",
       "                        \"\\u5173\\u95ed\",\n",
       "                        \"\\u5237\\u65b0\"\n",
       "                    ],\n",
       "                    \"backgroundColor\": \"#fff\",\n",
       "                    \"textareaColor\": \"#fff\",\n",
       "                    \"textareaBorderColor\": \"#333\",\n",
       "                    \"textColor\": \"#000\",\n",
       "                    \"buttonColor\": \"#c23531\",\n",
       "                    \"buttonTextColor\": \"#fff\"\n",
       "                },\n",
       "                \"dataZoom\": {\n",
       "                    \"show\": true,\n",
       "                    \"title\": {\n",
       "                        \"zoom\": \"\\u533a\\u57df\\u7f29\\u653e\",\n",
       "                        \"back\": \"\\u533a\\u57df\\u7f29\\u653e\\u8fd8\\u539f\"\n",
       "                    },\n",
       "                    \"icon\": {},\n",
       "                    \"xAxisIndex\": false,\n",
       "                    \"yAxisIndex\": false,\n",
       "                    \"filterMode\": \"filter\"\n",
       "                },\n",
       "                \"magicType\": {\n",
       "                    \"show\": true,\n",
       "                    \"type\": [\n",
       "                        \"line\",\n",
       "                        \"bar\",\n",
       "                        \"stack\",\n",
       "                        \"tiled\"\n",
       "                    ],\n",
       "                    \"title\": {\n",
       "                        \"line\": \"\\u5207\\u6362\\u4e3a\\u6298\\u7ebf\\u56fe\",\n",
       "                        \"bar\": \"\\u5207\\u6362\\u4e3a\\u67f1\\u72b6\\u56fe\",\n",
       "                        \"stack\": \"\\u5207\\u6362\\u4e3a\\u5806\\u53e0\",\n",
       "                        \"tiled\": \"\\u5207\\u6362\\u4e3a\\u5e73\\u94fa\"\n",
       "                    },\n",
       "                    \"icon\": {}\n",
       "                },\n",
       "                \"brush\": {\n",
       "                    \"icon\": {},\n",
       "                    \"title\": {\n",
       "                        \"rect\": \"\\u77e9\\u5f62\\u9009\\u62e9\",\n",
       "                        \"polygon\": \"\\u5708\\u9009\",\n",
       "                        \"lineX\": \"\\u6a2a\\u5411\\u9009\\u62e9\",\n",
       "                        \"lineY\": \"\\u7eb5\\u5411\\u9009\\u62e9\",\n",
       "                        \"keep\": \"\\u4fdd\\u6301\\u9009\\u62e9\",\n",
       "                        \"clear\": \"\\u6e05\\u9664\\u9009\\u62e9\"\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"dataZoom\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"type\": \"inside\",\n",
       "            \"realtime\": true,\n",
       "            \"start\": 20,\n",
       "            \"end\": 80,\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"zoomLock\": false,\n",
       "            \"filterMode\": \"filter\"\n",
       "        },\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"type\": \"slider\",\n",
       "            \"realtime\": true,\n",
       "            \"start\": 20,\n",
       "            \"end\": 80,\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"zoomLock\": false,\n",
       "            \"filterMode\": \"filter\"\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_8c1222d08faf4a03b6d3a7120bba9e2c.setOption(option_8c1222d08faf4a03b6d3a7120bba9e2c);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7f8f1c0370f0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#然后再渲染即可,必须与上句分开运行,加载不出来可以多运行此处几次\n",
    "bar.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 图形学组件示例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "new Promise(function(resolve, reject) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    script.onload = resolve;\n",
       "    script.onerror = reject;\n",
       "    script.src = \"https://assets.pyecharts.org/assets/echarts.min.js\";\n",
       "    document.head.appendChild(script);\n",
       "}).then(() => {\n",
       "\n",
       "});"
      ],
      "text/plain": [
       "<pyecharts.render.display.Javascript at 0x7fedbc0bef28>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "txxzj = (\n",
    "    Bar()\n",
    "    .add_xaxis(Faker.choose())\n",
    "    .add_yaxis(\"商家A\", Faker.values())\n",
    "    .add_yaxis(\"商家B\", Faker.values())\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"图像组件的运用\"),\n",
    "        graphic_opts=[\n",
    "            opts.GraphicGroup(\n",
    "                graphic_item=opts.GraphicItem(\n",
    "                    rotation=JsCode(\"Math.PI / 4\"),\n",
    "                    bounding=\"raw\",\n",
    "                    right=110,\n",
    "                    bottom=110,\n",
    "                    z=100,\n",
    "                ),\n",
    "                children=[\n",
    "                    opts.GraphicRect(\n",
    "                        graphic_item=opts.GraphicItem(\n",
    "                            left=\"center\", top=\"center\", z=100\n",
    "                        ),\n",
    "                        graphic_shape_opts=opts.GraphicShapeOpts(width=400, height=50),\n",
    "                        graphic_basicstyle_opts=opts.GraphicBasicStyleOpts(\n",
    "                            fill=\"rgba(0,0,0,0.3)\"\n",
    "                        ),\n",
    "                    ),\n",
    "                    opts.GraphicText(\n",
    "                        graphic_item=opts.GraphicItem(\n",
    "                            left=\"center\", top=\"center\", z=100\n",
    "                        ),\n",
    "                        graphic_textstyle_opts=opts.GraphicTextStyleOpts(\n",
    "                            text=\"pyecharts bar chart\",\n",
    "                            font=\"bold 26px Microsoft YaHei\",\n",
    "                            graphic_basicstyle_opts=opts.GraphicBasicStyleOpts(\n",
    "                                fill=\"#fff\"\n",
    "                            ),\n",
    "                        ),\n",
    "                    ),\n",
    "                ],\n",
    "            )\n",
    "        ],\n",
    "    )\n",
    ")\n",
    "txxzj.load_javascript()\n",
    "txxzj.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 柱状图动画延时示例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"108639cb3e584ccc996dbcca291c49ea\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_108639cb3e584ccc996dbcca291c49ea = echarts.init(\n",
       "                    document.getElementById('108639cb3e584ccc996dbcca291c49ea'), 'white', {renderer: 'canvas'});\n",
       "                var option_108639cb3e584ccc996dbcca291c49ea = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"bar\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
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       "            \"showBackground\": false,\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"bar2\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
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       "                123.65837448506679,\n",
       "                123.20413594805603,\n",
       "                120.89107255501017,\n",
       "                116.7731992576505,\n",
       "                110.98476877890735\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
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       "            }\n",
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       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"bar\",\n",
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       "            \"selected\": {\n",
       "                \"bar\": true,\n",
       "                \"bar2\": true\n",
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       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
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       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
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       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
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       "    \"xAxis\": [\n",
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       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
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       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
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       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
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       "                \"\\u7c7b\\u522b25\",\n",
       "                \"\\u7c7b\\u522b26\",\n",
       "                \"\\u7c7b\\u522b27\",\n",
       "                \"\\u7c7b\\u522b28\",\n",
       "                \"\\u7c7b\\u522b29\",\n",
       "                \"\\u7c7b\\u522b30\",\n",
       "                \"\\u7c7b\\u522b31\",\n",
       "                \"\\u7c7b\\u522b32\",\n",
       "                \"\\u7c7b\\u522b33\",\n",
       "                \"\\u7c7b\\u522b34\",\n",
       "                \"\\u7c7b\\u522b35\",\n",
       "                \"\\u7c7b\\u522b36\",\n",
       "                \"\\u7c7b\\u522b37\",\n",
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       "                \"\\u7c7b\\u522b39\",\n",
       "                \"\\u7c7b\\u522b40\",\n",
       "                \"\\u7c7b\\u522b41\",\n",
       "                \"\\u7c7b\\u522b42\",\n",
       "                \"\\u7c7b\\u522b43\",\n",
       "                \"\\u7c7b\\u522b44\",\n",
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       "                \"\\u7c7b\\u522b47\",\n",
       "                \"\\u7c7b\\u522b48\",\n",
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       "                \"\\u7c7b\\u522b51\",\n",
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       "                \"\\u7c7b\\u522b54\",\n",
       "                \"\\u7c7b\\u522b55\",\n",
       "                \"\\u7c7b\\u522b56\",\n",
       "                \"\\u7c7b\\u522b57\",\n",
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       "                \"\\u7c7b\\u522b59\",\n",
       "                \"\\u7c7b\\u522b60\",\n",
       "                \"\\u7c7b\\u522b61\",\n",
       "                \"\\u7c7b\\u522b62\",\n",
       "                \"\\u7c7b\\u522b63\",\n",
       "                \"\\u7c7b\\u522b64\",\n",
       "                \"\\u7c7b\\u522b65\",\n",
       "                \"\\u7c7b\\u522b66\",\n",
       "                \"\\u7c7b\\u522b67\",\n",
       "                \"\\u7c7b\\u522b68\",\n",
       "                \"\\u7c7b\\u522b69\",\n",
       "                \"\\u7c7b\\u522b70\",\n",
       "                \"\\u7c7b\\u522b71\",\n",
       "                \"\\u7c7b\\u522b72\",\n",
       "                \"\\u7c7b\\u522b73\",\n",
       "                \"\\u7c7b\\u522b74\",\n",
       "                \"\\u7c7b\\u522b75\",\n",
       "                \"\\u7c7b\\u522b76\",\n",
       "                \"\\u7c7b\\u522b77\",\n",
       "                \"\\u7c7b\\u522b78\",\n",
       "                \"\\u7c7b\\u522b79\",\n",
       "                \"\\u7c7b\\u522b80\",\n",
       "                \"\\u7c7b\\u522b81\",\n",
       "                \"\\u7c7b\\u522b82\",\n",
       "                \"\\u7c7b\\u522b83\",\n",
       "                \"\\u7c7b\\u522b84\",\n",
       "                \"\\u7c7b\\u522b85\",\n",
       "                \"\\u7c7b\\u522b86\",\n",
       "                \"\\u7c7b\\u522b87\",\n",
       "                \"\\u7c7b\\u522b88\",\n",
       "                \"\\u7c7b\\u522b89\",\n",
       "                \"\\u7c7b\\u522b90\",\n",
       "                \"\\u7c7b\\u522b91\",\n",
       "                \"\\u7c7b\\u522b92\",\n",
       "                \"\\u7c7b\\u522b93\",\n",
       "                \"\\u7c7b\\u522b94\",\n",
       "                \"\\u7c7b\\u522b95\",\n",
       "                \"\\u7c7b\\u522b96\",\n",
       "                \"\\u7c7b\\u522b97\",\n",
       "                \"\\u7c7b\\u522b98\",\n",
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       "    ],\n",
       "    \"yAxis\": [\n",
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       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"axisTick\": {\n",
       "                \"show\": true,\n",
       "                \"alignWithLabel\": false,\n",
       "                \"inside\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
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       "                    \"opacity\": 1,\n",
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       "                    \"type\": \"solid\"\n",
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       "        {\n",
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       "                chart_108639cb3e584ccc996dbcca291c49ea.setOption(option_108639cb3e584ccc996dbcca291c49ea);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fedae4cfc50>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "category = [\"类别{}\".format(i) for i in range(0, 100)]\n",
    "red_bar = [\n",
    "    0,\n",
    "    -8.901463875624668,\n",
    "    -17.025413764148556,\n",
    "    -24.038196249566663,\n",
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    "    -33.699527649688676,\n",
    "    -36.00971978255796,\n",
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    "    -35.31542466107655,\n",
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    "    -8.240217424060843,\n",
    "    -0.3929067389459173,\n",
    "    7.560799717904647,\n",
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    "    122.37001313784816,\n",
    "]\n",
    "blue_bar = [\n",
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    "    65.49264961151306,\n",
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    "    38.4369379107128,\n",
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    "    43.694998595987045,\n",
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    "    54.33692802801367,\n",
    "    61.20261650152743,\n",
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    "    122.27931702317058,\n",
    "    123.65837448506679,\n",
    "    123.20413594805603,\n",
    "    120.89107255501017,\n",
    "    116.7731992576505,\n",
    "    110.98476877890735,\n",
    "]\n",
    "\n",
    "\n",
    "zftys=(\n",
    "    Bar()\n",
    "    .add_xaxis(xaxis_data=category)\n",
    "    .add_yaxis(\n",
    "        \"bar\", red_bar, label_opts=opts.LabelOpts(is_show=False)\n",
    "    )\n",
    "    .add_yaxis(\n",
    "        \"bar2\",\n",
    "        blue_bar,\n",
    "        label_opts=opts.LabelOpts(is_show=False),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"直方图动画延时示例\"),\n",
    "        xaxis_opts=opts.AxisOpts(splitline_opts=opts.SplitLineOpts(is_show=False)),\n",
    "        yaxis_opts=opts.AxisOpts(\n",
    "            axistick_opts=opts.AxisTickOpts(is_show=True),\n",
    "            splitline_opts=opts.SplitLineOpts(is_show=True),\n",
    "        ),\n",
    "    )\n",
    "    #.render(\"bar_chart_display_delay.html\")\n",
    ")\n",
    "zftys.load_javascript()\n",
    "zftys.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 直方图配色示例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"4498bfb60caa4e709c71c67a344071d4\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_4498bfb60caa4e709c71c67a344071d4 = echarts.init(\n",
       "                    document.getElementById('4498bfb60caa4e709c71c67a344071d4'), 'white', {renderer: 'canvas'});\n",
       "                var option_4498bfb60caa4e709c71c67a344071d4 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#61a0a8\",\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"series0\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u54c8\\u58eb\\u5947\",\n",
       "                    \"value\": 10,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#749f83\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8428\\u6469\\u8036\",\n",
       "                    \"value\": 20,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#749f83\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6cf0\\u8fea\",\n",
       "                    \"value\": 30,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#749f83\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u91d1\\u6bdb\",\n",
       "                    \"value\": 40,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#749f83\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7267\\u7f8a\\u72ac\",\n",
       "                    \"value\": 50,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#749f83\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5409\\u5a03\\u5a03\",\n",
       "                    \"value\": 60,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#749f83\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u67ef\\u57fa\",\n",
       "                    \"value\": 70,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#749f83\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6cb3\\u9a6c\",\n",
       "                    \"value\": 80,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#749f83\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u87d2\\u86c7\",\n",
       "                    \"value\": 70,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#d48265\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8001\\u864e\",\n",
       "                    \"value\": 60,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#d48265\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u8c61\",\n",
       "                    \"value\": 50,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#d48265\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5154\\u5b50\",\n",
       "                    \"value\": 40,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#d48265\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u718a\\u732b\",\n",
       "                    \"value\": 30,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#d48265\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u72ee\\u5b50\",\n",
       "                    \"value\": 20,\n",
       "                    \"itemStyle\": {\n",
       "                        \"color\": \"#d48265\"\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": 0,\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"series0\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"series0\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u54c8\\u58eb\\u5947\",\n",
       "                \"\\u8428\\u6469\\u8036\",\n",
       "                \"\\u6cf0\\u8fea\",\n",
       "                \"\\u91d1\\u6bdb\",\n",
       "                \"\\u7267\\u7f8a\\u72ac\",\n",
       "                \"\\u5409\\u5a03\\u5a03\",\n",
       "                \"\\u67ef\\u57fa\",\n",
       "                \"\\u6cb3\\u9a6c\",\n",
       "                \"\\u87d2\\u86c7\",\n",
       "                \"\\u8001\\u864e\",\n",
       "                \"\\u5927\\u8c61\",\n",
       "                \"\\u5154\\u5b50\",\n",
       "                \"\\u718a\\u732b\",\n",
       "                \"\\u72ee\\u5b50\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u76f4\\u65b9\\u56fe\\u7684\\u989c\\u8272\\u533a\\u5206\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_4498bfb60caa4e709c71c67a344071d4.setOption(option_4498bfb60caa4e709c71c67a344071d4);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fedae563dd8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = Faker.dogs + Faker.animal\n",
    "xlen = len(x)\n",
    "y = []\n",
    "for idx, item in enumerate(x):\n",
    "    if idx <= xlen / 2:\n",
    "        y.append(\n",
    "            opts.BarItem(\n",
    "                name=item,\n",
    "                value=(idx + 1) * 10,\n",
    "                itemstyle_opts=opts.ItemStyleOpts(color=\"#749f83\"),\n",
    "            )\n",
    "        )\n",
    "    else:\n",
    "        y.append(\n",
    "            opts.BarItem(\n",
    "                name=item,\n",
    "                value=(xlen + 1 - idx) * 10,\n",
    "                itemstyle_opts=opts.ItemStyleOpts(color=\"#d48265\"),\n",
    "            )\n",
    "        )\n",
    "\n",
    "zftps = (\n",
    "    Bar()\n",
    "    .add_xaxis(x)\n",
    "    .add_yaxis(\"series0\", y, category_gap=0, color=Faker.rand_color())\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"直方图的颜色区分\"))\n",
    "    #.render(\"bar_histogram_color.html\")\n",
    ")\n",
    "zftps.load_javascript()\n",
    "zftps.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 瀑布(股票)样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"bc9e2d702f8e4b4e94cef315d7b185f2\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_bc9e2d702f8e4b4e94cef315d7b185f2 = echarts.init(\n",
       "                    document.getElementById('bc9e2d702f8e4b4e94cef315d7b185f2'), 'white', {renderer: 'canvas'});\n",
       "                var option_bc9e2d702f8e4b4e94cef315d7b185f2 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
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       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
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       "        \"#f05b72\",\n",
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       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                0,\n",
       "                900,\n",
       "                1245,\n",
       "                1530,\n",
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       "                1376,\n",
       "                1511,\n",
       "                1689,\n",
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       "                1292\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"stack\": \"\\u603b\\u91cf\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"itemStyle\": {\n",
       "                \"color\": \"rgba(0,0,0,0)\"\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u6536\\u5165\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                900,\n",
       "                345,\n",
       "                393,\n",
       "                \"-\",\n",
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       "                \"-\",\n",
       "                \"-\",\n",
       "                \"-\"\n",
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       "            \"showBackground\": false,\n",
       "            \"stack\": \"\\u603b\\u91cf\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u652f\\u51fa\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                \"-\",\n",
       "                \"-\",\n",
       "                \"-\",\n",
       "                108,\n",
       "                154,\n",
       "                \"-\",\n",
       "                \"-\",\n",
       "                \"-\",\n",
       "                119,\n",
       "                361,\n",
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       "            \"showBackground\": false,\n",
       "            \"stack\": \"\\u603b\\u91cf\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\",\n",
       "                \"\\u6536\\u5165\",\n",
       "                \"\\u652f\\u51fa\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\": true,\n",
       "                \"\\u6536\\u5165\": true,\n",
       "                \"\\u652f\\u51fa\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"2020\\u5e747\\u67081\\u65e5\",\n",
       "                \"2020\\u5e747\\u67082\\u65e5\",\n",
       "                \"2020\\u5e747\\u67083\\u65e5\",\n",
       "                \"2020\\u5e747\\u67084\\u65e5\",\n",
       "                \"2020\\u5e747\\u67085\\u65e5\",\n",
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       "                \"2020\\u5e747\\u67087\\u65e5\",\n",
       "                \"2020\\u5e747\\u67088\\u65e5\",\n",
       "                \"2020\\u5e747\\u67089\\u65e5\",\n",
       "                \"2020\\u5e747\\u670810\\u65e5\",\n",
       "                \"2020\\u5e747\\u670811\\u65e5\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"type\": \"value\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_bc9e2d702f8e4b4e94cef315d7b185f2.setOption(option_bc9e2d702f8e4b4e94cef315d7b185f2);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fedbc082400>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_data = [f\"2020年7月{str(i)}日\" for i in range(1, 12)]\n",
    "y_total = [0, 900, 1245, 1530, 1376, 1376, 1511, 1689, 1856, 1495, 1292]\n",
    "y_in = [900, 345, 393, \"-\", \"-\", 135, 178, 286, \"-\", \"-\", \"-\"]\n",
    "y_out = [\"-\", \"-\", \"-\", 108, 154, \"-\", \"-\", \"-\", 119, 361, 203]\n",
    "\n",
    "\n",
    "pbys = (\n",
    "    Bar()\n",
    "    .add_xaxis(xaxis_data=x_data)\n",
    "    .add_yaxis(\n",
    "        \"\",\n",
    "        y_total,\n",
    "        stack=\"总量\",\n",
    "        itemstyle_opts=opts.ItemStyleOpts(color=\"rgba(0,0,0,0)\"),\n",
    "    )\n",
    "    .add_yaxis(\"收入\", y_in, stack=\"总量\")\n",
    "    .add_yaxis(\"支出\", y_out, stack=\"总量\")\n",
    "    .set_global_opts(yaxis_opts=opts.AxisOpts(type_=\"value\"))\n",
    ")\n",
    "pbys.load_javascript()\n",
    "pbys.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 图线混搭"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"9e61539d51c74f36974cb82d10993d0c\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_9e61539d51c74f36974cb82d10993d0c = echarts.init(\n",
       "                    document.getElementById('9e61539d51c74f36974cb82d10993d0c'), 'white', {renderer: 'canvas'});\n",
       "                var option_9e61539d51c74f36974cb82d10993d0c = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u84b8\\u53d1\\u91cf\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                2.0,\n",
       "                4.9,\n",
       "                7.0,\n",
       "                23.2,\n",
       "                25.6,\n",
       "                76.7,\n",
       "                135.6,\n",
       "                162.2,\n",
       "                32.6,\n",
       "                20.0,\n",
       "                6.4,\n",
       "                3.3\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u964d\\u6c34\\u91cf\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                2.6,\n",
       "                5.9,\n",
       "                9.0,\n",
       "                26.4,\n",
       "                28.7,\n",
       "                70.7,\n",
       "                175.6,\n",
       "                182.2,\n",
       "                48.7,\n",
       "                18.8,\n",
       "                6.0,\n",
       "                2.3\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u84b8\\u53d1\\u91cf\",\n",
       "                \"\\u964d\\u6c34\\u91cf\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\\u84b8\\u53d1\\u91cf\": true,\n",
       "                \"\\u964d\\u6c34\\u91cf\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"axis\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"cross\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"type\": \"category\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"axisPointer\": {\n",
       "                \"show\": true,\n",
       "                \"type\": \"shadow\"\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"1\\u6708\",\n",
       "                \"2\\u6708\",\n",
       "                \"3\\u6708\",\n",
       "                \"4\\u6708\",\n",
       "                \"5\\u6708\",\n",
       "                \"6\\u6708\",\n",
       "                \"7\\u6708\",\n",
       "                \"8\\u6708\",\n",
       "                \"9\\u6708\",\n",
       "                \"10\\u6708\",\n",
       "                \"11\\u6708\",\n",
       "                \"12\\u6708\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"type\": \"value\",\n",
       "            \"name\": \"\\u6c34\\u91cf\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"interval\": 50,\n",
       "            \"gridIndex\": 0,\n",
       "            \"axisTick\": {\n",
       "                \"show\": true,\n",
       "                \"alignWithLabel\": false,\n",
       "                \"inside\": false\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{value} ml\"\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"min\": 0,\n",
       "            \"max\": 250,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"value\",\n",
       "            \"name\": \"\\u6e29\\u5ea6\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"interval\": 5,\n",
       "            \"gridIndex\": 0,\n",
       "            \"axisLabel\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{value} \\u00b0C\"\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"min\": 0,\n",
       "            \"max\": 25,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_9e61539d51c74f36974cb82d10993d0c.setOption(option_9e61539d51c74f36974cb82d10993d0c);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fedae4fc470>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.charts import Line\n",
    "x_data = [\"1月\", \"2月\", \"3月\", \"4月\", \"5月\", \"6月\", \"7月\", \"8月\", \"9月\", \"10月\", \"11月\", \"12月\"]\n",
    "\n",
    "txhd = (\n",
    "    Bar()\n",
    "    .add_xaxis(xaxis_data=x_data)\n",
    "    .add_yaxis(\n",
    "        \"蒸发量\",\n",
    "        [\n",
    "            2.0,\n",
    "            4.9,\n",
    "            7.0,\n",
    "            23.2,\n",
    "            25.6,\n",
    "            76.7,\n",
    "            135.6,\n",
    "            162.2,\n",
    "            32.6,\n",
    "            20.0,\n",
    "            6.4,\n",
    "            3.3,\n",
    "        ],\n",
    "        label_opts=opts.LabelOpts(is_show=False),\n",
    "    )\n",
    "    .add_yaxis(\n",
    "        \"降水量\",\n",
    "        [\n",
    "            2.6,\n",
    "            5.9,\n",
    "            9.0,\n",
    "            26.4,\n",
    "            28.7,\n",
    "            70.7,\n",
    "            175.6,\n",
    "            182.2,\n",
    "            48.7,\n",
    "            18.8,\n",
    "            6.0,\n",
    "            2.3,\n",
    "        ],\n",
    "        label_opts=opts.LabelOpts(is_show=False),\n",
    "    )\n",
    "    .extend_axis(\n",
    "        yaxis=opts.AxisOpts(\n",
    "            name=\"温度\",\n",
    "            type_=\"value\",\n",
    "            min_=0,\n",
    "            max_=25,\n",
    "            interval=5,\n",
    "            axislabel_opts=opts.LabelOpts(formatter=\"{value} °C\"),\n",
    "        )\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            is_show=True, trigger=\"axis\", axis_pointer_type=\"cross\"\n",
    "        ),\n",
    "        xaxis_opts=opts.AxisOpts(\n",
    "            type_=\"category\",\n",
    "            axispointer_opts=opts.AxisPointerOpts(is_show=True, type_=\"shadow\"),\n",
    "        ),\n",
    "        yaxis_opts=opts.AxisOpts(\n",
    "            name=\"水量\",\n",
    "            type_=\"value\",\n",
    "            min_=0,\n",
    "            max_=250,\n",
    "            interval=50,\n",
    "            axislabel_opts=opts.LabelOpts(formatter=\"{value} ml\"),\n",
    "            axistick_opts=opts.AxisTickOpts(is_show=True),\n",
    "            splitline_opts=opts.SplitLineOpts(is_show=True),\n",
    "        ),\n",
    "    )\n",
    ")\n",
    "\n",
    "line = (\n",
    "    Line()\n",
    "    .add_xaxis(xaxis_data=x_data)\n",
    "    .add_yaxis(\n",
    "        series_name=\"平均温度\",\n",
    "        yaxis_index=1,\n",
    "        y_axis=[2.0, 2.2, 3.3, 4.5, 6.3, 10.2, 20.3, 23.4, 23.0, 16.5, 12.0, 6.2],\n",
    "        label_opts=opts.LabelOpts(is_show=False),\n",
    "    )\n",
    ")\n",
    "#txhd.overlap(line).render(\"mixed_bar_and_line.html\")\n",
    "txhd.load_javascript()\n",
    "txhd.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 经济报表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/composite_charts/timeline.py:12: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
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      "  super().__init__(init_opts=init_opts)\n",
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      "  super().__init__(init_opts=init_opts)\n",
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      "  super().__init__(init_opts=init_opts)\n",
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      "  super().__init__(init_opts=init_opts)\n",
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       "                            \"name\": \"\\u56db\\u5ddd\",\n",
       "                            \"value\": 11029.13\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u8d35\\u5dde\",\n",
       "                            \"value\": 2194.33\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u4e91\\u5357\",\n",
       "                            \"value\": 3780.32\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u897f\\u85cf\",\n",
       "                            \"value\": 208.79\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u9655\\u897f\",\n",
       "                            \"value\": 6935.59\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u7518\\u8083\",\n",
       "                            \"value\": 2377.83\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u9752\\u6d77\",\n",
       "                            \"value\": 975.18\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u5b81\\u590f\",\n",
       "                            \"value\": 1056.15\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u65b0\\u7586\",\n",
       "                            \"value\": 3225.9\n",
       "                        }\n",
       "                    ],\n",
       "                    \"showBackground\": false,\n",
       "                    \"barMinHeight\": 0,\n",
       "                    \"barCategoryGap\": \"20%\",\n",
       "                    \"barGap\": \"30%\",\n",
       "                    \"large\": false,\n",
       "                    \"largeThreshold\": 400,\n",
       "                    \"seriesLayoutBy\": \"column\",\n",
       "                    \"datasetIndex\": 0,\n",
       "                    \"clip\": true,\n",
       "                    \"zlevel\": 0,\n",
       "                    \"z\": 2,\n",
       "                    \"label\": {\n",
       "                        \"show\": false,\n",
       "                        \"position\": \"top\",\n",
       "                        \"margin\": 8\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"type\": \"bar\",\n",
       "                    \"name\": \"\\u7b2c\\u4e09\\u4ea7\\u4e1a\",\n",
       "                    \"legendHoverLink\": true,\n",
       "                    \"data\": [\n",
       "                        {\n",
       "                            \"name\": \"\\u5317\\u4eac\",\n",
       "                            \"value\": 12363.18\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u5929\\u6d25\",\n",
       "                            \"value\": 5219.24\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u6cb3\\u5317\",\n",
       "                            \"value\": 8483.17\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u5c71\\u897f\",\n",
       "                            \"value\": 3960.87\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u5185\\u8499\\u53e4\",\n",
       "                            \"value\": 5015.89\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u8fbd\\u5b81\",\n",
       "                            \"value\": 8158.98\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u5409\\u6797\",\n",
       "                            \"value\": 3679.91\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u9ed1\\u9f99\\u6c5f\",\n",
       "                            \"value\": 4918.09\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u4e0a\\u6d77\",\n",
       "                            \"value\": 11142.86\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u6c5f\\u82cf\",\n",
       "                            \"value\": 20842.21\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u6d59\\u6c5f\",\n",
       "                            \"value\": 14180.23\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u5b89\\u5fbd\",\n",
       "                            \"value\": 4975.96\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u798f\\u5efa\",\n",
       "                            \"value\": 6878.74\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u6c5f\\u897f\",\n",
       "                            \"value\": 3921.2\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u5c71\\u4e1c\",\n",
       "                            \"value\": 17370.89\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u6cb3\\u5357\",\n",
       "                            \"value\": 7991.72\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u6e56\\u5317\",\n",
       "                            \"value\": 7247.02\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u6e56\\u5357\",\n",
       "                            \"value\": 7539.54\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u5e7f\\u4e1c\",\n",
       "                            \"value\": 24097.7\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u5e7f\\u897f\",\n",
       "                            \"value\": 3998.33\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u6d77\\u5357\",\n",
       "                            \"value\": 1148.93\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u91cd\\u5e86\",\n",
       "                            \"value\": 3623.81\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u56db\\u5ddd\",\n",
       "                            \"value\": 7014.04\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u8d35\\u5dde\",\n",
       "                            \"value\": 2781.29\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u4e91\\u5357\",\n",
       "                            \"value\": 3701.79\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u897f\\u85cf\",\n",
       "                            \"value\": 322.57\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u9655\\u897f\",\n",
       "                            \"value\": 4355.81\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u7518\\u8083\",\n",
       "                            \"value\": 1963.79\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u9752\\u6d77\",\n",
       "                            \"value\": 540.18\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u5b81\\u590f\",\n",
       "                            \"value\": 861.92\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u65b0\\u7586\",\n",
       "                            \"value\": 2245.12\n",
       "                        }\n",
       "                    ],\n",
       "                    \"showBackground\": false,\n",
       "                    \"barMinHeight\": 0,\n",
       "                    \"barCategoryGap\": \"20%\",\n",
       "                    \"barGap\": \"30%\",\n",
       "                    \"large\": false,\n",
       "                    \"largeThreshold\": 400,\n",
       "                    \"seriesLayoutBy\": \"column\",\n",
       "                    \"datasetIndex\": 0,\n",
       "                    \"clip\": true,\n",
       "                    \"zlevel\": 0,\n",
       "                    \"z\": 2,\n",
       "                    \"label\": {\n",
       "                        \"show\": false,\n",
       "                        \"position\": \"top\",\n",
       "                        \"margin\": 8\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"type\": \"pie\",\n",
       "                    \"name\": \"GDP\\u5360\\u6bd4\",\n",
       "                    \"clockwise\": true,\n",
       "                    \"data\": [\n",
       "                        {\n",
       "                            \"name\": \"\\u7b2c\\u4e00\\u4ea7\\u4e1a\",\n",
       "                            \"value\": 47448.040000000015\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u7b2c\\u4e8c\\u4ea7\\u4e1a\",\n",
       "                            \"value\": 263448.11\n",
       "                        },\n",
       "                        {\n",
       "                            \"name\": \"\\u7b2c\\u4e09\\u4ea7\\u4e1a\",\n",
       "                            \"value\": 210544.98\n",
       "                        }\n",
       "                    ],\n",
       "                    \"radius\": \"28%\",\n",
       "                    \"center\": [\n",
       "                        \"75%\",\n",
       "                        \"35%\"\n",
       "                    ],\n",
       "                    \"label\": {\n",
       "                        \"show\": true,\n",
       "                        \"position\": \"top\",\n",
       "                        \"margin\": 8\n",
       "                    },\n",
       "                    \"tooltip\": {\n",
       "                        \"show\": true,\n",
       "                        \"trigger\": \"item\",\n",
       "                        \"triggerOn\": \"mousemove|click\",\n",
       "                        \"axisPointer\": {\n",
       "                            \"type\": \"line\"\n",
       "                        },\n",
       "                        \"showContent\": true,\n",
       "                        \"alwaysShowContent\": false,\n",
       "                        \"showDelay\": 0,\n",
       "                        \"hideDelay\": 100,\n",
       "                        \"textStyle\": {\n",
       "                            \"fontSize\": 14\n",
       "                        },\n",
       "                        \"borderWidth\": 0,\n",
       "                        \"padding\": 5\n",
       "                    },\n",
       "                    \"rippleEffect\": {\n",
       "                        \"show\": true,\n",
       "                        \"brushType\": \"stroke\",\n",
       "                        \"scale\": 2.5,\n",
       "                        \"period\": 4\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"xAxis\": [\n",
       "                {\n",
       "                    \"show\": true,\n",
       "                    \"scale\": false,\n",
       "                    \"nameLocation\": \"end\",\n",
       "                    \"nameGap\": 15,\n",
       "                    \"gridIndex\": 0,\n",
       "                    \"inverse\": false,\n",
       "                    \"offset\": 0,\n",
       "                    \"splitNumber\": 5,\n",
       "                    \"minInterval\": 0,\n",
       "                    \"splitLine\": {\n",
       "                        \"show\": false,\n",
       "                        \"lineStyle\": {\n",
       "                            \"show\": true,\n",
       "                            \"width\": 1,\n",
       "                            \"opacity\": 1,\n",
       "                            \"curveness\": 0,\n",
       "                            \"type\": \"solid\"\n",
       "                        }\n",
       "                    },\n",
       "                    \"data\": [\n",
       "                        \"\\u5317\\u4eac\",\n",
       "                        \"\\u5929\\u6d25\",\n",
       "                        \"\\u6cb3\\u5317\",\n",
       "                        \"\\u5c71\\u897f\",\n",
       "                        \"\\u5185\\u8499\\u53e4\",\n",
       "                        \"\\u8fbd\\u5b81\",\n",
       "                        \"\\u5409\\u6797\",\n",
       "                        \"\\u9ed1\\u9f99\\u6c5f\",\n",
       "                        \"\\u4e0a\\u6d77\",\n",
       "                        \"\\u6c5f\\u82cf\",\n",
       "                        \"\\u6d59\\u6c5f\",\n",
       "                        \"\\u5b89\\u5fbd\",\n",
       "                        \"\\u798f\\u5efa\",\n",
       "                        \"\\u6c5f\\u897f\",\n",
       "                        \"\\u5c71\\u4e1c\",\n",
       "                        \"\\u6cb3\\u5357\",\n",
       "                        \"\\u6e56\\u5317\",\n",
       "                        \"\\u6e56\\u5357\",\n",
       "                        \"\\u5e7f\\u4e1c\",\n",
       "                        \"\\u5e7f\\u897f\",\n",
       "                        \"\\u6d77\\u5357\",\n",
       "                        \"\\u91cd\\u5e86\",\n",
       "                        \"\\u56db\\u5ddd\",\n",
       "                        \"\\u8d35\\u5dde\",\n",
       "                        \"\\u4e91\\u5357\",\n",
       "                        \"\\u897f\\u85cf\",\n",
       "                        \"\\u9655\\u897f\",\n",
       "                        \"\\u7518\\u8083\",\n",
       "                        \"\\u9752\\u6d77\",\n",
       "                        \"\\u5b81\\u590f\",\n",
       "                        \"\\u65b0\\u7586\"\n",
       "                    ]\n",
       "                }\n",
       "            ],\n",
       "            \"yAxis\": [\n",
       "                {\n",
       "                    \"show\": true,\n",
       "                    \"scale\": false,\n",
       "                    \"nameLocation\": \"end\",\n",
       "                    \"nameGap\": 15,\n",
       "                    \"gridIndex\": 0,\n",
       "                    \"inverse\": false,\n",
       "                    \"offset\": 0,\n",
       "                    \"splitNumber\": 5,\n",
       "                    \"minInterval\": 0,\n",
       "                    \"splitLine\": {\n",
       "                        \"show\": false,\n",
       "                        \"lineStyle\": {\n",
       "                            \"show\": true,\n",
       "                            \"width\": 1,\n",
       "                            \"opacity\": 1,\n",
       "                            \"curveness\": 0,\n",
       "                            \"type\": \"solid\"\n",
       "                        }\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"title\": [\n",
       "                {\n",
       "                    \"text\": \"2011\\u5168\\u56fd\\u5b8f\\u89c2\\u7ecf\\u6d4e\\u6307\\u6807\",\n",
       "                    \"subtext\": \"\\u6570\\u636e\\u6765\\u81ea\\u56fd\\u5bb6\\u7edf\\u8ba1\\u5c40\",\n",
       "                    \"padding\": 5,\n",
       "                    \"itemGap\": 10\n",
       "                }\n",
       "            ],\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"axis\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"shadow\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5\n",
       "            },\n",
       "            \"color\": [\n",
       "                \"#c23531\",\n",
       "                \"#2f4554\",\n",
       "                \"#61a0a8\",\n",
       "                \"#d48265\",\n",
       "                \"#749f83\",\n",
       "                \"#ca8622\",\n",
       "                \"#bda29a\",\n",
       "                \"#6e7074\",\n",
       "                \"#546570\",\n",
       "                \"#c4ccd3\",\n",
       "                \"#f05b72\",\n",
       "                \"#ef5b9c\",\n",
       "                \"#f47920\",\n",
       "                \"#905a3d\",\n",
       "                \"#fab27b\",\n",
       "                \"#2a5caa\",\n",
       "                \"#444693\",\n",
       "                \"#726930\",\n",
       "                \"#b2d235\",\n",
       "                \"#6d8346\",\n",
       "                \"#ac6767\",\n",
       "                \"#1d953f\",\n",
       "                \"#6950a1\",\n",
       "                \"#918597\"\n",
       "            ]\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_25a5e9d338c24fccad17f86dbfc30866.setOption(option_25a5e9d338c24fccad17f86dbfc30866);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fedae33d128>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.charts import Timeline, Bar, Pie\n",
    "\n",
    "\"\"\"\n",
    "Gallery 使用 pyecharts 1.1.0\n",
    "参考地址: https://www.echartsjs.com/examples/editor.html?c=mix-timeline-finance\n",
    "\n",
    "目前无法实现的功能:\n",
    "\n",
    "1、暂无\n",
    "\"\"\"\n",
    "total_data = {}\n",
    "name_list = [\n",
    "    \"北京\",\n",
    "    \"天津\",\n",
    "    \"河北\",\n",
    "    \"山西\",\n",
    "    \"内蒙古\",\n",
    "    \"辽宁\",\n",
    "    \"吉林\",\n",
    "    \"黑龙江\",\n",
    "    \"上海\",\n",
    "    \"江苏\",\n",
    "    \"浙江\",\n",
    "    \"安徽\",\n",
    "    \"福建\",\n",
    "    \"江西\",\n",
    "    \"山东\",\n",
    "    \"河南\",\n",
    "    \"湖北\",\n",
    "    \"湖南\",\n",
    "    \"广东\",\n",
    "    \"广西\",\n",
    "    \"海南\",\n",
    "    \"重庆\",\n",
    "    \"四川\",\n",
    "    \"贵州\",\n",
    "    \"云南\",\n",
    "    \"西藏\",\n",
    "    \"陕西\",\n",
    "    \"甘肃\",\n",
    "    \"青海\",\n",
    "    \"宁夏\",\n",
    "    \"新疆\",\n",
    "]\n",
    "data_gdp = {\n",
    "    2011: [\n",
    "        16251.93,\n",
    "        11307.28,\n",
    "        24515.76,\n",
    "        11237.55,\n",
    "        14359.88,\n",
    "        22226.7,\n",
    "        10568.83,\n",
    "        12582,\n",
    "        19195.69,\n",
    "        49110.27,\n",
    "        32318.85,\n",
    "        15300.65,\n",
    "        17560.18,\n",
    "        11702.82,\n",
    "        45361.85,\n",
    "        26931.03,\n",
    "        19632.26,\n",
    "        19669.56,\n",
    "        53210.28,\n",
    "        11720.87,\n",
    "        2522.66,\n",
    "        10011.37,\n",
    "        21026.68,\n",
    "        5701.84,\n",
    "        8893.12,\n",
    "        605.83,\n",
    "        12512.3,\n",
    "        5020.37,\n",
    "        1670.44,\n",
    "        2102.21,\n",
    "        6610.05,\n",
    "    ],\n",
    "    2010: [\n",
    "        14113.58,\n",
    "        9224.46,\n",
    "        20394.26,\n",
    "        9200.86,\n",
    "        11672,\n",
    "        18457.27,\n",
    "        8667.58,\n",
    "        10368.6,\n",
    "        17165.98,\n",
    "        41425.48,\n",
    "        27722.31,\n",
    "        12359.33,\n",
    "        14737.12,\n",
    "        9451.26,\n",
    "        39169.92,\n",
    "        23092.36,\n",
    "        15967.61,\n",
    "        16037.96,\n",
    "        46013.06,\n",
    "        9569.85,\n",
    "        2064.5,\n",
    "        7925.58,\n",
    "        17185.48,\n",
    "        4602.16,\n",
    "        7224.18,\n",
    "        507.46,\n",
    "        10123.48,\n",
    "        4120.75,\n",
    "        1350.43,\n",
    "        1689.65,\n",
    "        5437.47,\n",
    "    ],\n",
    "    2009: [\n",
    "        12153.03,\n",
    "        7521.85,\n",
    "        17235.48,\n",
    "        7358.31,\n",
    "        9740.25,\n",
    "        15212.49,\n",
    "        7278.75,\n",
    "        8587,\n",
    "        15046.45,\n",
    "        34457.3,\n",
    "        22990.35,\n",
    "        10062.82,\n",
    "        12236.53,\n",
    "        7655.18,\n",
    "        33896.65,\n",
    "        19480.46,\n",
    "        12961.1,\n",
    "        13059.69,\n",
    "        39482.56,\n",
    "        7759.16,\n",
    "        1654.21,\n",
    "        6530.01,\n",
    "        14151.28,\n",
    "        3912.68,\n",
    "        6169.75,\n",
    "        441.36,\n",
    "        8169.8,\n",
    "        3387.56,\n",
    "        1081.27,\n",
    "        1353.31,\n",
    "        4277.05,\n",
    "    ],\n",
    "    2008: [\n",
    "        11115,\n",
    "        6719.01,\n",
    "        16011.97,\n",
    "        7315.4,\n",
    "        8496.2,\n",
    "        13668.58,\n",
    "        6426.1,\n",
    "        8314.37,\n",
    "        14069.87,\n",
    "        30981.98,\n",
    "        21462.69,\n",
    "        8851.66,\n",
    "        10823.01,\n",
    "        6971.05,\n",
    "        30933.28,\n",
    "        18018.53,\n",
    "        11328.92,\n",
    "        11555,\n",
    "        36796.71,\n",
    "        7021,\n",
    "        1503.06,\n",
    "        5793.66,\n",
    "        12601.23,\n",
    "        3561.56,\n",
    "        5692.12,\n",
    "        394.85,\n",
    "        7314.58,\n",
    "        3166.82,\n",
    "        1018.62,\n",
    "        1203.92,\n",
    "        4183.21,\n",
    "    ],\n",
    "    2007: [\n",
    "        9846.81,\n",
    "        5252.76,\n",
    "        13607.32,\n",
    "        6024.45,\n",
    "        6423.18,\n",
    "        11164.3,\n",
    "        5284.69,\n",
    "        7104,\n",
    "        12494.01,\n",
    "        26018.48,\n",
    "        18753.73,\n",
    "        7360.92,\n",
    "        9248.53,\n",
    "        5800.25,\n",
    "        25776.91,\n",
    "        15012.46,\n",
    "        9333.4,\n",
    "        9439.6,\n",
    "        31777.01,\n",
    "        5823.41,\n",
    "        1254.17,\n",
    "        4676.13,\n",
    "        10562.39,\n",
    "        2884.11,\n",
    "        4772.52,\n",
    "        341.43,\n",
    "        5757.29,\n",
    "        2703.98,\n",
    "        797.35,\n",
    "        919.11,\n",
    "        3523.16,\n",
    "    ],\n",
    "    2006: [\n",
    "        8117.78,\n",
    "        4462.74,\n",
    "        11467.6,\n",
    "        4878.61,\n",
    "        4944.25,\n",
    "        9304.52,\n",
    "        4275.12,\n",
    "        6211.8,\n",
    "        10572.24,\n",
    "        21742.05,\n",
    "        15718.47,\n",
    "        6112.5,\n",
    "        7583.85,\n",
    "        4820.53,\n",
    "        21900.19,\n",
    "        12362.79,\n",
    "        7617.47,\n",
    "        7688.67,\n",
    "        26587.76,\n",
    "        4746.16,\n",
    "        1065.67,\n",
    "        3907.23,\n",
    "        8690.24,\n",
    "        2338.98,\n",
    "        3988.14,\n",
    "        290.76,\n",
    "        4743.61,\n",
    "        2277.35,\n",
    "        648.5,\n",
    "        725.9,\n",
    "        3045.26,\n",
    "    ],\n",
    "    2005: [\n",
    "        6969.52,\n",
    "        3905.64,\n",
    "        10012.11,\n",
    "        4230.53,\n",
    "        3905.03,\n",
    "        8047.26,\n",
    "        3620.27,\n",
    "        5513.7,\n",
    "        9247.66,\n",
    "        18598.69,\n",
    "        13417.68,\n",
    "        5350.17,\n",
    "        6554.69,\n",
    "        4056.76,\n",
    "        18366.87,\n",
    "        10587.42,\n",
    "        6590.19,\n",
    "        6596.1,\n",
    "        22557.37,\n",
    "        3984.1,\n",
    "        918.75,\n",
    "        3467.72,\n",
    "        7385.1,\n",
    "        2005.42,\n",
    "        3462.73,\n",
    "        248.8,\n",
    "        3933.72,\n",
    "        1933.98,\n",
    "        543.32,\n",
    "        612.61,\n",
    "        2604.19,\n",
    "    ],\n",
    "    2004: [\n",
    "        6033.21,\n",
    "        3110.97,\n",
    "        8477.63,\n",
    "        3571.37,\n",
    "        3041.07,\n",
    "        6672,\n",
    "        3122.01,\n",
    "        4750.6,\n",
    "        8072.83,\n",
    "        15003.6,\n",
    "        11648.7,\n",
    "        4759.3,\n",
    "        5763.35,\n",
    "        3456.7,\n",
    "        15021.84,\n",
    "        8553.79,\n",
    "        5633.24,\n",
    "        5641.94,\n",
    "        18864.62,\n",
    "        3433.5,\n",
    "        819.66,\n",
    "        3034.58,\n",
    "        6379.63,\n",
    "        1677.8,\n",
    "        3081.91,\n",
    "        220.34,\n",
    "        3175.58,\n",
    "        1688.49,\n",
    "        466.1,\n",
    "        537.11,\n",
    "        2209.09,\n",
    "    ],\n",
    "    2003: [\n",
    "        5007.21,\n",
    "        2578.03,\n",
    "        6921.29,\n",
    "        2855.23,\n",
    "        2388.38,\n",
    "        6002.54,\n",
    "        2662.08,\n",
    "        4057.4,\n",
    "        6694.23,\n",
    "        12442.87,\n",
    "        9705.02,\n",
    "        3923.11,\n",
    "        4983.67,\n",
    "        2807.41,\n",
    "        12078.15,\n",
    "        6867.7,\n",
    "        4757.45,\n",
    "        4659.99,\n",
    "        15844.64,\n",
    "        2821.11,\n",
    "        713.96,\n",
    "        2555.72,\n",
    "        5333.09,\n",
    "        1426.34,\n",
    "        2556.02,\n",
    "        185.09,\n",
    "        2587.72,\n",
    "        1399.83,\n",
    "        390.2,\n",
    "        445.36,\n",
    "        1886.35,\n",
    "    ],\n",
    "    2002: [\n",
    "        4315,\n",
    "        2150.76,\n",
    "        6018.28,\n",
    "        2324.8,\n",
    "        1940.94,\n",
    "        5458.22,\n",
    "        2348.54,\n",
    "        3637.2,\n",
    "        5741.03,\n",
    "        10606.85,\n",
    "        8003.67,\n",
    "        3519.72,\n",
    "        4467.55,\n",
    "        2450.48,\n",
    "        10275.5,\n",
    "        6035.48,\n",
    "        4212.82,\n",
    "        4151.54,\n",
    "        13502.42,\n",
    "        2523.73,\n",
    "        642.73,\n",
    "        2232.86,\n",
    "        4725.01,\n",
    "        1243.43,\n",
    "        2312.82,\n",
    "        162.04,\n",
    "        2253.39,\n",
    "        1232.03,\n",
    "        340.65,\n",
    "        377.16,\n",
    "        1612.6,\n",
    "    ],\n",
    "}\n",
    "\n",
    "data_pi = {\n",
    "    2011: [\n",
    "        136.27,\n",
    "        159.72,\n",
    "        2905.73,\n",
    "        641.42,\n",
    "        1306.3,\n",
    "        1915.57,\n",
    "        1277.44,\n",
    "        1701.5,\n",
    "        124.94,\n",
    "        3064.78,\n",
    "        1583.04,\n",
    "        2015.31,\n",
    "        1612.24,\n",
    "        1391.07,\n",
    "        3973.85,\n",
    "        3512.24,\n",
    "        2569.3,\n",
    "        2768.03,\n",
    "        2665.2,\n",
    "        2047.23,\n",
    "        659.23,\n",
    "        844.52,\n",
    "        2983.51,\n",
    "        726.22,\n",
    "        1411.01,\n",
    "        74.47,\n",
    "        1220.9,\n",
    "        678.75,\n",
    "        155.08,\n",
    "        184.14,\n",
    "        1139.03,\n",
    "    ],\n",
    "    2010: [\n",
    "        124.36,\n",
    "        145.58,\n",
    "        2562.81,\n",
    "        554.48,\n",
    "        1095.28,\n",
    "        1631.08,\n",
    "        1050.15,\n",
    "        1302.9,\n",
    "        114.15,\n",
    "        2540.1,\n",
    "        1360.56,\n",
    "        1729.02,\n",
    "        1363.67,\n",
    "        1206.98,\n",
    "        3588.28,\n",
    "        3258.09,\n",
    "        2147,\n",
    "        2325.5,\n",
    "        2286.98,\n",
    "        1675.06,\n",
    "        539.83,\n",
    "        685.38,\n",
    "        2482.89,\n",
    "        625.03,\n",
    "        1108.38,\n",
    "        68.72,\n",
    "        988.45,\n",
    "        599.28,\n",
    "        134.92,\n",
    "        159.29,\n",
    "        1078.63,\n",
    "    ],\n",
    "    2009: [\n",
    "        118.29,\n",
    "        128.85,\n",
    "        2207.34,\n",
    "        477.59,\n",
    "        929.6,\n",
    "        1414.9,\n",
    "        980.57,\n",
    "        1154.33,\n",
    "        113.82,\n",
    "        2261.86,\n",
    "        1163.08,\n",
    "        1495.45,\n",
    "        1182.74,\n",
    "        1098.66,\n",
    "        3226.64,\n",
    "        2769.05,\n",
    "        1795.9,\n",
    "        1969.69,\n",
    "        2010.27,\n",
    "        1458.49,\n",
    "        462.19,\n",
    "        606.8,\n",
    "        2240.61,\n",
    "        550.27,\n",
    "        1067.6,\n",
    "        63.88,\n",
    "        789.64,\n",
    "        497.05,\n",
    "        107.4,\n",
    "        127.25,\n",
    "        759.74,\n",
    "    ],\n",
    "    2008: [\n",
    "        112.83,\n",
    "        122.58,\n",
    "        2034.59,\n",
    "        313.58,\n",
    "        907.95,\n",
    "        1302.02,\n",
    "        916.72,\n",
    "        1088.94,\n",
    "        111.8,\n",
    "        2100.11,\n",
    "        1095.96,\n",
    "        1418.09,\n",
    "        1158.17,\n",
    "        1060.38,\n",
    "        3002.65,\n",
    "        2658.78,\n",
    "        1780,\n",
    "        1892.4,\n",
    "        1973.05,\n",
    "        1453.75,\n",
    "        436.04,\n",
    "        575.4,\n",
    "        2216.15,\n",
    "        539.19,\n",
    "        1020.56,\n",
    "        60.62,\n",
    "        753.72,\n",
    "        462.27,\n",
    "        105.57,\n",
    "        118.94,\n",
    "        691.07,\n",
    "    ],\n",
    "    2007: [\n",
    "        101.26,\n",
    "        110.19,\n",
    "        1804.72,\n",
    "        311.97,\n",
    "        762.1,\n",
    "        1133.42,\n",
    "        783.8,\n",
    "        915.38,\n",
    "        101.84,\n",
    "        1816.31,\n",
    "        986.02,\n",
    "        1200.18,\n",
    "        1002.11,\n",
    "        905.77,\n",
    "        2509.14,\n",
    "        2217.66,\n",
    "        1378,\n",
    "        1626.48,\n",
    "        1695.57,\n",
    "        1241.35,\n",
    "        361.07,\n",
    "        482.39,\n",
    "        2032,\n",
    "        446.38,\n",
    "        837.35,\n",
    "        54.89,\n",
    "        592.63,\n",
    "        387.55,\n",
    "        83.41,\n",
    "        97.89,\n",
    "        628.72,\n",
    "    ],\n",
    "    2006: [\n",
    "        88.8,\n",
    "        103.35,\n",
    "        1461.81,\n",
    "        276.77,\n",
    "        634.94,\n",
    "        939.43,\n",
    "        672.76,\n",
    "        750.14,\n",
    "        93.81,\n",
    "        1545.05,\n",
    "        925.1,\n",
    "        1011.03,\n",
    "        865.98,\n",
    "        786.14,\n",
    "        2138.9,\n",
    "        1916.74,\n",
    "        1140.41,\n",
    "        1272.2,\n",
    "        1532.17,\n",
    "        1032.47,\n",
    "        323.48,\n",
    "        386.38,\n",
    "        1595.48,\n",
    "        382.06,\n",
    "        724.4,\n",
    "        50.9,\n",
    "        484.81,\n",
    "        334,\n",
    "        67.55,\n",
    "        79.54,\n",
    "        527.8,\n",
    "    ],\n",
    "    2005: [\n",
    "        88.68,\n",
    "        112.38,\n",
    "        1400,\n",
    "        262.42,\n",
    "        589.56,\n",
    "        882.41,\n",
    "        625.61,\n",
    "        684.6,\n",
    "        90.26,\n",
    "        1461.51,\n",
    "        892.83,\n",
    "        966.5,\n",
    "        827.36,\n",
    "        727.37,\n",
    "        1963.51,\n",
    "        1892.01,\n",
    "        1082.13,\n",
    "        1100.65,\n",
    "        1428.27,\n",
    "        912.5,\n",
    "        300.75,\n",
    "        463.4,\n",
    "        1481.14,\n",
    "        368.94,\n",
    "        661.69,\n",
    "        48.04,\n",
    "        435.77,\n",
    "        308.06,\n",
    "        65.34,\n",
    "        72.07,\n",
    "        509.99,\n",
    "    ],\n",
    "    2004: [\n",
    "        87.36,\n",
    "        105.28,\n",
    "        1370.43,\n",
    "        276.3,\n",
    "        522.8,\n",
    "        798.43,\n",
    "        568.69,\n",
    "        605.79,\n",
    "        83.45,\n",
    "        1367.58,\n",
    "        814.1,\n",
    "        950.5,\n",
    "        786.84,\n",
    "        664.5,\n",
    "        1778.45,\n",
    "        1649.29,\n",
    "        1020.09,\n",
    "        1022.45,\n",
    "        1248.59,\n",
    "        817.88,\n",
    "        278.76,\n",
    "        428.05,\n",
    "        1379.93,\n",
    "        334.5,\n",
    "        607.75,\n",
    "        44.3,\n",
    "        387.88,\n",
    "        286.78,\n",
    "        60.7,\n",
    "        65.33,\n",
    "        461.26,\n",
    "    ],\n",
    "    2003: [\n",
    "        84.11,\n",
    "        89.91,\n",
    "        1064.05,\n",
    "        215.19,\n",
    "        420.1,\n",
    "        615.8,\n",
    "        488.23,\n",
    "        504.8,\n",
    "        81.02,\n",
    "        1162.45,\n",
    "        717.85,\n",
    "        749.4,\n",
    "        692.94,\n",
    "        560,\n",
    "        1480.67,\n",
    "        1198.7,\n",
    "        798.35,\n",
    "        886.47,\n",
    "        1072.91,\n",
    "        658.78,\n",
    "        244.29,\n",
    "        339.06,\n",
    "        1128.61,\n",
    "        298.69,\n",
    "        494.6,\n",
    "        40.7,\n",
    "        302.66,\n",
    "        237.91,\n",
    "        48.47,\n",
    "        55.63,\n",
    "        412.9,\n",
    "    ],\n",
    "    2002: [\n",
    "        82.44,\n",
    "        84.21,\n",
    "        956.84,\n",
    "        197.8,\n",
    "        374.69,\n",
    "        590.2,\n",
    "        446.17,\n",
    "        474.2,\n",
    "        79.68,\n",
    "        1110.44,\n",
    "        685.2,\n",
    "        783.66,\n",
    "        664.78,\n",
    "        535.98,\n",
    "        1390,\n",
    "        1288.36,\n",
    "        707,\n",
    "        847.25,\n",
    "        1015.08,\n",
    "        601.99,\n",
    "        222.89,\n",
    "        317.87,\n",
    "        1047.95,\n",
    "        281.1,\n",
    "        463.44,\n",
    "        39.75,\n",
    "        282.21,\n",
    "        215.51,\n",
    "        47.31,\n",
    "        52.95,\n",
    "        305,\n",
    "    ],\n",
    "}\n",
    "\n",
    "data_si = {\n",
    "    2011: [\n",
    "        3752.48,\n",
    "        5928.32,\n",
    "        13126.86,\n",
    "        6635.26,\n",
    "        8037.69,\n",
    "        12152.15,\n",
    "        5611.48,\n",
    "        5962.41,\n",
    "        7927.89,\n",
    "        25203.28,\n",
    "        16555.58,\n",
    "        8309.38,\n",
    "        9069.2,\n",
    "        6390.55,\n",
    "        24017.11,\n",
    "        15427.08,\n",
    "        9815.94,\n",
    "        9361.99,\n",
    "        26447.38,\n",
    "        5675.32,\n",
    "        714.5,\n",
    "        5543.04,\n",
    "        11029.13,\n",
    "        2194.33,\n",
    "        3780.32,\n",
    "        208.79,\n",
    "        6935.59,\n",
    "        2377.83,\n",
    "        975.18,\n",
    "        1056.15,\n",
    "        3225.9,\n",
    "    ],\n",
    "    2010: [\n",
    "        3388.38,\n",
    "        4840.23,\n",
    "        10707.68,\n",
    "        5234,\n",
    "        6367.69,\n",
    "        9976.82,\n",
    "        4506.31,\n",
    "        5025.15,\n",
    "        7218.32,\n",
    "        21753.93,\n",
    "        14297.93,\n",
    "        6436.62,\n",
    "        7522.83,\n",
    "        5122.88,\n",
    "        21238.49,\n",
    "        13226.38,\n",
    "        7767.24,\n",
    "        7343.19,\n",
    "        23014.53,\n",
    "        4511.68,\n",
    "        571,\n",
    "        4359.12,\n",
    "        8672.18,\n",
    "        1800.06,\n",
    "        3223.49,\n",
    "        163.92,\n",
    "        5446.1,\n",
    "        1984.97,\n",
    "        744.63,\n",
    "        827.91,\n",
    "        2592.15,\n",
    "    ],\n",
    "    2009: [\n",
    "        2855.55,\n",
    "        3987.84,\n",
    "        8959.83,\n",
    "        3993.8,\n",
    "        5114,\n",
    "        7906.34,\n",
    "        3541.92,\n",
    "        4060.72,\n",
    "        6001.78,\n",
    "        18566.37,\n",
    "        11908.49,\n",
    "        4905.22,\n",
    "        6005.3,\n",
    "        3919.45,\n",
    "        18901.83,\n",
    "        11010.5,\n",
    "        6038.08,\n",
    "        5687.19,\n",
    "        19419.7,\n",
    "        3381.54,\n",
    "        443.43,\n",
    "        3448.77,\n",
    "        6711.87,\n",
    "        1476.62,\n",
    "        2582.53,\n",
    "        136.63,\n",
    "        4236.42,\n",
    "        1527.24,\n",
    "        575.33,\n",
    "        662.32,\n",
    "        1929.59,\n",
    "    ],\n",
    "    2008: [\n",
    "        2626.41,\n",
    "        3709.78,\n",
    "        8701.34,\n",
    "        4242.36,\n",
    "        4376.19,\n",
    "        7158.84,\n",
    "        3097.12,\n",
    "        4319.75,\n",
    "        6085.84,\n",
    "        16993.34,\n",
    "        11567.42,\n",
    "        4198.93,\n",
    "        5318.44,\n",
    "        3554.81,\n",
    "        17571.98,\n",
    "        10259.99,\n",
    "        5082.07,\n",
    "        5028.93,\n",
    "        18502.2,\n",
    "        3037.74,\n",
    "        423.55,\n",
    "        3057.78,\n",
    "        5823.39,\n",
    "        1370.03,\n",
    "        2452.75,\n",
    "        115.56,\n",
    "        3861.12,\n",
    "        1470.34,\n",
    "        557.12,\n",
    "        609.98,\n",
    "        2070.76,\n",
    "    ],\n",
    "    2007: [\n",
    "        2509.4,\n",
    "        2892.53,\n",
    "        7201.88,\n",
    "        3454.49,\n",
    "        3193.67,\n",
    "        5544.14,\n",
    "        2475.45,\n",
    "        3695.58,\n",
    "        5571.06,\n",
    "        14471.26,\n",
    "        10154.25,\n",
    "        3370.96,\n",
    "        4476.42,\n",
    "        2975.53,\n",
    "        14647.53,\n",
    "        8282.83,\n",
    "        4143.06,\n",
    "        3977.72,\n",
    "        16004.61,\n",
    "        2425.29,\n",
    "        364.26,\n",
    "        2368.53,\n",
    "        4648.79,\n",
    "        1124.79,\n",
    "        2038.39,\n",
    "        98.48,\n",
    "        2986.46,\n",
    "        1279.32,\n",
    "        419.03,\n",
    "        455.04,\n",
    "        1647.55,\n",
    "    ],\n",
    "    2006: [\n",
    "        2191.43,\n",
    "        2457.08,\n",
    "        6110.43,\n",
    "        2755.66,\n",
    "        2374.96,\n",
    "        4566.83,\n",
    "        1915.29,\n",
    "        3365.31,\n",
    "        4969.95,\n",
    "        12282.89,\n",
    "        8511.51,\n",
    "        2711.18,\n",
    "        3695.04,\n",
    "        2419.74,\n",
    "        12574.03,\n",
    "        6724.61,\n",
    "        3365.08,\n",
    "        3187.05,\n",
    "        13469.77,\n",
    "        1878.56,\n",
    "        308.62,\n",
    "        1871.65,\n",
    "        3775.14,\n",
    "        967.54,\n",
    "        1705.83,\n",
    "        80.1,\n",
    "        2452.44,\n",
    "        1043.19,\n",
    "        331.91,\n",
    "        351.58,\n",
    "        1459.3,\n",
    "    ],\n",
    "    2005: [\n",
    "        2026.51,\n",
    "        2135.07,\n",
    "        5271.57,\n",
    "        2357.04,\n",
    "        1773.21,\n",
    "        3869.4,\n",
    "        1580.83,\n",
    "        2971.68,\n",
    "        4381.2,\n",
    "        10524.96,\n",
    "        7164.75,\n",
    "        2245.9,\n",
    "        3175.92,\n",
    "        1917.47,\n",
    "        10478.62,\n",
    "        5514.14,\n",
    "        2852.12,\n",
    "        2612.57,\n",
    "        11356.6,\n",
    "        1510.68,\n",
    "        240.83,\n",
    "        1564,\n",
    "        3067.23,\n",
    "        821.16,\n",
    "        1426.42,\n",
    "        63.52,\n",
    "        1951.36,\n",
    "        838.56,\n",
    "        264.61,\n",
    "        281.05,\n",
    "        1164.79,\n",
    "    ],\n",
    "    2004: [\n",
    "        1853.58,\n",
    "        1685.93,\n",
    "        4301.73,\n",
    "        1919.4,\n",
    "        1248.27,\n",
    "        3061.62,\n",
    "        1329.68,\n",
    "        2487.04,\n",
    "        3892.12,\n",
    "        8437.99,\n",
    "        6250.38,\n",
    "        1844.9,\n",
    "        2770.49,\n",
    "        1566.4,\n",
    "        8478.69,\n",
    "        4182.1,\n",
    "        2320.6,\n",
    "        2190.54,\n",
    "        9280.73,\n",
    "        1253.7,\n",
    "        205.6,\n",
    "        1376.91,\n",
    "        2489.4,\n",
    "        681.5,\n",
    "        1281.63,\n",
    "        52.74,\n",
    "        1553.1,\n",
    "        713.3,\n",
    "        211.7,\n",
    "        244.05,\n",
    "        914.47,\n",
    "    ],\n",
    "    2003: [\n",
    "        1487.15,\n",
    "        1337.31,\n",
    "        3417.56,\n",
    "        1463.38,\n",
    "        967.49,\n",
    "        2898.89,\n",
    "        1098.37,\n",
    "        2084.7,\n",
    "        3209.02,\n",
    "        6787.11,\n",
    "        5096.38,\n",
    "        1535.29,\n",
    "        2340.82,\n",
    "        1204.33,\n",
    "        6485.05,\n",
    "        3310.14,\n",
    "        1956.02,\n",
    "        1777.74,\n",
    "        7592.78,\n",
    "        984.08,\n",
    "        175.82,\n",
    "        1135.31,\n",
    "        2014.8,\n",
    "        569.37,\n",
    "        1047.66,\n",
    "        47.64,\n",
    "        1221.17,\n",
    "        572.02,\n",
    "        171.92,\n",
    "        194.27,\n",
    "        719.54,\n",
    "    ],\n",
    "    2002: [\n",
    "        1249.99,\n",
    "        1069.08,\n",
    "        2911.69,\n",
    "        1134.31,\n",
    "        754.78,\n",
    "        2609.85,\n",
    "        943.49,\n",
    "        1843.6,\n",
    "        2622.45,\n",
    "        5604.49,\n",
    "        4090.48,\n",
    "        1337.04,\n",
    "        2036.97,\n",
    "        941.77,\n",
    "        5184.98,\n",
    "        2768.75,\n",
    "        1709.89,\n",
    "        1523.5,\n",
    "        6143.4,\n",
    "        846.89,\n",
    "        148.88,\n",
    "        958.87,\n",
    "        1733.38,\n",
    "        481.96,\n",
    "        934.88,\n",
    "        32.72,\n",
    "        1007.56,\n",
    "        501.69,\n",
    "        144.51,\n",
    "        153.06,\n",
    "        603.15,\n",
    "    ],\n",
    "}\n",
    "\n",
    "data_ti = {\n",
    "    2011: [\n",
    "        12363.18,\n",
    "        5219.24,\n",
    "        8483.17,\n",
    "        3960.87,\n",
    "        5015.89,\n",
    "        8158.98,\n",
    "        3679.91,\n",
    "        4918.09,\n",
    "        11142.86,\n",
    "        20842.21,\n",
    "        14180.23,\n",
    "        4975.96,\n",
    "        6878.74,\n",
    "        3921.2,\n",
    "        17370.89,\n",
    "        7991.72,\n",
    "        7247.02,\n",
    "        7539.54,\n",
    "        24097.7,\n",
    "        3998.33,\n",
    "        1148.93,\n",
    "        3623.81,\n",
    "        7014.04,\n",
    "        2781.29,\n",
    "        3701.79,\n",
    "        322.57,\n",
    "        4355.81,\n",
    "        1963.79,\n",
    "        540.18,\n",
    "        861.92,\n",
    "        2245.12,\n",
    "    ],\n",
    "    2010: [\n",
    "        10600.84,\n",
    "        4238.65,\n",
    "        7123.77,\n",
    "        3412.38,\n",
    "        4209.03,\n",
    "        6849.37,\n",
    "        3111.12,\n",
    "        4040.55,\n",
    "        9833.51,\n",
    "        17131.45,\n",
    "        12063.82,\n",
    "        4193.69,\n",
    "        5850.62,\n",
    "        3121.4,\n",
    "        14343.14,\n",
    "        6607.89,\n",
    "        6053.37,\n",
    "        6369.27,\n",
    "        20711.55,\n",
    "        3383.11,\n",
    "        953.67,\n",
    "        2881.08,\n",
    "        6030.41,\n",
    "        2177.07,\n",
    "        2892.31,\n",
    "        274.82,\n",
    "        3688.93,\n",
    "        1536.5,\n",
    "        470.88,\n",
    "        702.45,\n",
    "        1766.69,\n",
    "    ],\n",
    "    2009: [\n",
    "        9179.19,\n",
    "        3405.16,\n",
    "        6068.31,\n",
    "        2886.92,\n",
    "        3696.65,\n",
    "        5891.25,\n",
    "        2756.26,\n",
    "        3371.95,\n",
    "        8930.85,\n",
    "        13629.07,\n",
    "        9918.78,\n",
    "        3662.15,\n",
    "        5048.49,\n",
    "        2637.07,\n",
    "        11768.18,\n",
    "        5700.91,\n",
    "        5127.12,\n",
    "        5402.81,\n",
    "        18052.59,\n",
    "        2919.13,\n",
    "        748.59,\n",
    "        2474.44,\n",
    "        5198.8,\n",
    "        1885.79,\n",
    "        2519.62,\n",
    "        240.85,\n",
    "        3143.74,\n",
    "        1363.27,\n",
    "        398.54,\n",
    "        563.74,\n",
    "        1587.72,\n",
    "    ],\n",
    "    2008: [\n",
    "        8375.76,\n",
    "        2886.65,\n",
    "        5276.04,\n",
    "        2759.46,\n",
    "        3212.06,\n",
    "        5207.72,\n",
    "        2412.26,\n",
    "        2905.68,\n",
    "        7872.23,\n",
    "        11888.53,\n",
    "        8799.31,\n",
    "        3234.64,\n",
    "        4346.4,\n",
    "        2355.86,\n",
    "        10358.64,\n",
    "        5099.76,\n",
    "        4466.85,\n",
    "        4633.67,\n",
    "        16321.46,\n",
    "        2529.51,\n",
    "        643.47,\n",
    "        2160.48,\n",
    "        4561.69,\n",
    "        1652.34,\n",
    "        2218.81,\n",
    "        218.67,\n",
    "        2699.74,\n",
    "        1234.21,\n",
    "        355.93,\n",
    "        475,\n",
    "        1421.38,\n",
    "    ],\n",
    "    2007: [\n",
    "        7236.15,\n",
    "        2250.04,\n",
    "        4600.72,\n",
    "        2257.99,\n",
    "        2467.41,\n",
    "        4486.74,\n",
    "        2025.44,\n",
    "        2493.04,\n",
    "        6821.11,\n",
    "        9730.91,\n",
    "        7613.46,\n",
    "        2789.78,\n",
    "        3770,\n",
    "        1918.95,\n",
    "        8620.24,\n",
    "        4511.97,\n",
    "        3812.34,\n",
    "        3835.4,\n",
    "        14076.83,\n",
    "        2156.76,\n",
    "        528.84,\n",
    "        1825.21,\n",
    "        3881.6,\n",
    "        1312.94,\n",
    "        1896.78,\n",
    "        188.06,\n",
    "        2178.2,\n",
    "        1037.11,\n",
    "        294.91,\n",
    "        366.18,\n",
    "        1246.89,\n",
    "    ],\n",
    "    2006: [\n",
    "        5837.55,\n",
    "        1902.31,\n",
    "        3895.36,\n",
    "        1846.18,\n",
    "        1934.35,\n",
    "        3798.26,\n",
    "        1687.07,\n",
    "        2096.35,\n",
    "        5508.48,\n",
    "        7914.11,\n",
    "        6281.86,\n",
    "        2390.29,\n",
    "        3022.83,\n",
    "        1614.65,\n",
    "        7187.26,\n",
    "        3721.44,\n",
    "        3111.98,\n",
    "        3229.42,\n",
    "        11585.82,\n",
    "        1835.12,\n",
    "        433.57,\n",
    "        1649.2,\n",
    "        3319.62,\n",
    "        989.38,\n",
    "        1557.91,\n",
    "        159.76,\n",
    "        1806.36,\n",
    "        900.16,\n",
    "        249.04,\n",
    "        294.78,\n",
    "        1058.16,\n",
    "    ],\n",
    "    2005: [\n",
    "        4854.33,\n",
    "        1658.19,\n",
    "        3340.54,\n",
    "        1611.07,\n",
    "        1542.26,\n",
    "        3295.45,\n",
    "        1413.83,\n",
    "        1857.42,\n",
    "        4776.2,\n",
    "        6612.22,\n",
    "        5360.1,\n",
    "        2137.77,\n",
    "        2551.41,\n",
    "        1411.92,\n",
    "        5924.74,\n",
    "        3181.27,\n",
    "        2655.94,\n",
    "        2882.88,\n",
    "        9772.5,\n",
    "        1560.92,\n",
    "        377.17,\n",
    "        1440.32,\n",
    "        2836.73,\n",
    "        815.32,\n",
    "        1374.62,\n",
    "        137.24,\n",
    "        1546.59,\n",
    "        787.36,\n",
    "        213.37,\n",
    "        259.49,\n",
    "        929.41,\n",
    "    ],\n",
    "    2004: [\n",
    "        4092.27,\n",
    "        1319.76,\n",
    "        2805.47,\n",
    "        1375.67,\n",
    "        1270,\n",
    "        2811.95,\n",
    "        1223.64,\n",
    "        1657.77,\n",
    "        4097.26,\n",
    "        5198.03,\n",
    "        4584.22,\n",
    "        1963.9,\n",
    "        2206.02,\n",
    "        1225.8,\n",
    "        4764.7,\n",
    "        2722.4,\n",
    "        2292.55,\n",
    "        2428.95,\n",
    "        8335.3,\n",
    "        1361.92,\n",
    "        335.3,\n",
    "        1229.62,\n",
    "        2510.3,\n",
    "        661.8,\n",
    "        1192.53,\n",
    "        123.3,\n",
    "        1234.6,\n",
    "        688.41,\n",
    "        193.7,\n",
    "        227.73,\n",
    "        833.36,\n",
    "    ],\n",
    "    2003: [\n",
    "        3435.95,\n",
    "        1150.81,\n",
    "        2439.68,\n",
    "        1176.65,\n",
    "        1000.79,\n",
    "        2487.85,\n",
    "        1075.48,\n",
    "        1467.9,\n",
    "        3404.19,\n",
    "        4493.31,\n",
    "        3890.79,\n",
    "        1638.42,\n",
    "        1949.91,\n",
    "        1043.08,\n",
    "        4112.43,\n",
    "        2358.86,\n",
    "        2003.08,\n",
    "        1995.78,\n",
    "        7178.94,\n",
    "        1178.25,\n",
    "        293.85,\n",
    "        1081.35,\n",
    "        2189.68,\n",
    "        558.28,\n",
    "        1013.76,\n",
    "        96.76,\n",
    "        1063.89,\n",
    "        589.91,\n",
    "        169.81,\n",
    "        195.46,\n",
    "        753.91,\n",
    "    ],\n",
    "    2002: [\n",
    "        2982.57,\n",
    "        997.47,\n",
    "        2149.75,\n",
    "        992.69,\n",
    "        811.47,\n",
    "        2258.17,\n",
    "        958.88,\n",
    "        1319.4,\n",
    "        3038.9,\n",
    "        3891.92,\n",
    "        3227.99,\n",
    "        1399.02,\n",
    "        1765.8,\n",
    "        972.73,\n",
    "        3700.52,\n",
    "        1978.37,\n",
    "        1795.93,\n",
    "        1780.79,\n",
    "        6343.94,\n",
    "        1074.85,\n",
    "        270.96,\n",
    "        956.12,\n",
    "        1943.68,\n",
    "        480.37,\n",
    "        914.5,\n",
    "        89.56,\n",
    "        963.62,\n",
    "        514.83,\n",
    "        148.83,\n",
    "        171.14,\n",
    "        704.5,\n",
    "    ],\n",
    "}\n",
    "\n",
    "data_estate = {\n",
    "    2011: [\n",
    "        12363.18,\n",
    "        5219.24,\n",
    "        8483.17,\n",
    "        3960.87,\n",
    "        5015.89,\n",
    "        8158.98,\n",
    "        3679.91,\n",
    "        4918.09,\n",
    "        11142.86,\n",
    "        20842.21,\n",
    "        14180.23,\n",
    "        4975.96,\n",
    "        6878.74,\n",
    "        3921.2,\n",
    "        17370.89,\n",
    "        7991.72,\n",
    "        7247.02,\n",
    "        7539.54,\n",
    "        24097.7,\n",
    "        3998.33,\n",
    "        1148.93,\n",
    "        3623.81,\n",
    "        7014.04,\n",
    "        2781.29,\n",
    "        3701.79,\n",
    "        322.57,\n",
    "        4355.81,\n",
    "        1963.79,\n",
    "        540.18,\n",
    "        861.92,\n",
    "        2245.12,\n",
    "    ],\n",
    "    2010: [\n",
    "        10600.84,\n",
    "        4238.65,\n",
    "        7123.77,\n",
    "        3412.38,\n",
    "        4209.03,\n",
    "        6849.37,\n",
    "        3111.12,\n",
    "        4040.55,\n",
    "        9833.51,\n",
    "        17131.45,\n",
    "        12063.82,\n",
    "        4193.69,\n",
    "        5850.62,\n",
    "        3121.4,\n",
    "        14343.14,\n",
    "        6607.89,\n",
    "        6053.37,\n",
    "        6369.27,\n",
    "        20711.55,\n",
    "        3383.11,\n",
    "        953.67,\n",
    "        2881.08,\n",
    "        6030.41,\n",
    "        2177.07,\n",
    "        2892.31,\n",
    "        274.82,\n",
    "        3688.93,\n",
    "        1536.5,\n",
    "        470.88,\n",
    "        702.45,\n",
    "        1766.69,\n",
    "    ],\n",
    "    2009: [\n",
    "        9179.19,\n",
    "        3405.16,\n",
    "        6068.31,\n",
    "        2886.92,\n",
    "        3696.65,\n",
    "        5891.25,\n",
    "        2756.26,\n",
    "        3371.95,\n",
    "        8930.85,\n",
    "        13629.07,\n",
    "        9918.78,\n",
    "        3662.15,\n",
    "        5048.49,\n",
    "        2637.07,\n",
    "        11768.18,\n",
    "        5700.91,\n",
    "        5127.12,\n",
    "        5402.81,\n",
    "        18052.59,\n",
    "        2919.13,\n",
    "        748.59,\n",
    "        2474.44,\n",
    "        5198.8,\n",
    "        1885.79,\n",
    "        2519.62,\n",
    "        240.85,\n",
    "        3143.74,\n",
    "        1363.27,\n",
    "        398.54,\n",
    "        563.74,\n",
    "        1587.72,\n",
    "    ],\n",
    "    2008: [\n",
    "        8375.76,\n",
    "        2886.65,\n",
    "        5276.04,\n",
    "        2759.46,\n",
    "        3212.06,\n",
    "        5207.72,\n",
    "        2412.26,\n",
    "        2905.68,\n",
    "        7872.23,\n",
    "        11888.53,\n",
    "        8799.31,\n",
    "        3234.64,\n",
    "        4346.4,\n",
    "        2355.86,\n",
    "        10358.64,\n",
    "        5099.76,\n",
    "        4466.85,\n",
    "        4633.67,\n",
    "        16321.46,\n",
    "        2529.51,\n",
    "        643.47,\n",
    "        2160.48,\n",
    "        4561.69,\n",
    "        1652.34,\n",
    "        2218.81,\n",
    "        218.67,\n",
    "        2699.74,\n",
    "        1234.21,\n",
    "        355.93,\n",
    "        475,\n",
    "        1421.38,\n",
    "    ],\n",
    "    2007: [\n",
    "        7236.15,\n",
    "        2250.04,\n",
    "        4600.72,\n",
    "        2257.99,\n",
    "        2467.41,\n",
    "        4486.74,\n",
    "        2025.44,\n",
    "        2493.04,\n",
    "        6821.11,\n",
    "        9730.91,\n",
    "        7613.46,\n",
    "        2789.78,\n",
    "        3770,\n",
    "        1918.95,\n",
    "        8620.24,\n",
    "        4511.97,\n",
    "        3812.34,\n",
    "        3835.4,\n",
    "        14076.83,\n",
    "        2156.76,\n",
    "        528.84,\n",
    "        1825.21,\n",
    "        3881.6,\n",
    "        1312.94,\n",
    "        1896.78,\n",
    "        188.06,\n",
    "        2178.2,\n",
    "        1037.11,\n",
    "        294.91,\n",
    "        366.18,\n",
    "        1246.89,\n",
    "    ],\n",
    "    2006: [\n",
    "        5837.55,\n",
    "        1902.31,\n",
    "        3895.36,\n",
    "        1846.18,\n",
    "        1934.35,\n",
    "        3798.26,\n",
    "        1687.07,\n",
    "        2096.35,\n",
    "        5508.48,\n",
    "        7914.11,\n",
    "        6281.86,\n",
    "        2390.29,\n",
    "        3022.83,\n",
    "        1614.65,\n",
    "        7187.26,\n",
    "        3721.44,\n",
    "        3111.98,\n",
    "        3229.42,\n",
    "        11585.82,\n",
    "        1835.12,\n",
    "        433.57,\n",
    "        1649.2,\n",
    "        3319.62,\n",
    "        989.38,\n",
    "        1557.91,\n",
    "        159.76,\n",
    "        1806.36,\n",
    "        900.16,\n",
    "        249.04,\n",
    "        294.78,\n",
    "        1058.16,\n",
    "    ],\n",
    "    2005: [\n",
    "        4854.33,\n",
    "        1658.19,\n",
    "        3340.54,\n",
    "        1611.07,\n",
    "        1542.26,\n",
    "        3295.45,\n",
    "        1413.83,\n",
    "        1857.42,\n",
    "        4776.2,\n",
    "        6612.22,\n",
    "        5360.1,\n",
    "        2137.77,\n",
    "        2551.41,\n",
    "        1411.92,\n",
    "        5924.74,\n",
    "        3181.27,\n",
    "        2655.94,\n",
    "        2882.88,\n",
    "        9772.5,\n",
    "        1560.92,\n",
    "        377.17,\n",
    "        1440.32,\n",
    "        2836.73,\n",
    "        815.32,\n",
    "        1374.62,\n",
    "        137.24,\n",
    "        1546.59,\n",
    "        787.36,\n",
    "        213.37,\n",
    "        259.49,\n",
    "        929.41,\n",
    "    ],\n",
    "    2004: [\n",
    "        4092.27,\n",
    "        1319.76,\n",
    "        2805.47,\n",
    "        1375.67,\n",
    "        1270,\n",
    "        2811.95,\n",
    "        1223.64,\n",
    "        1657.77,\n",
    "        4097.26,\n",
    "        5198.03,\n",
    "        4584.22,\n",
    "        1963.9,\n",
    "        2206.02,\n",
    "        1225.8,\n",
    "        4764.7,\n",
    "        2722.4,\n",
    "        2292.55,\n",
    "        2428.95,\n",
    "        8335.3,\n",
    "        1361.92,\n",
    "        335.3,\n",
    "        1229.62,\n",
    "        2510.3,\n",
    "        661.8,\n",
    "        1192.53,\n",
    "        123.3,\n",
    "        1234.6,\n",
    "        688.41,\n",
    "        193.7,\n",
    "        227.73,\n",
    "        833.36,\n",
    "    ],\n",
    "    2003: [\n",
    "        3435.95,\n",
    "        1150.81,\n",
    "        2439.68,\n",
    "        1176.65,\n",
    "        1000.79,\n",
    "        2487.85,\n",
    "        1075.48,\n",
    "        1467.9,\n",
    "        3404.19,\n",
    "        4493.31,\n",
    "        3890.79,\n",
    "        1638.42,\n",
    "        1949.91,\n",
    "        1043.08,\n",
    "        4112.43,\n",
    "        2358.86,\n",
    "        2003.08,\n",
    "        1995.78,\n",
    "        7178.94,\n",
    "        1178.25,\n",
    "        293.85,\n",
    "        1081.35,\n",
    "        2189.68,\n",
    "        558.28,\n",
    "        1013.76,\n",
    "        96.76,\n",
    "        1063.89,\n",
    "        589.91,\n",
    "        169.81,\n",
    "        195.46,\n",
    "        753.91,\n",
    "    ],\n",
    "    2002: [\n",
    "        2982.57,\n",
    "        997.47,\n",
    "        2149.75,\n",
    "        992.69,\n",
    "        811.47,\n",
    "        2258.17,\n",
    "        958.88,\n",
    "        1319.4,\n",
    "        3038.9,\n",
    "        3891.92,\n",
    "        3227.99,\n",
    "        1399.02,\n",
    "        1765.8,\n",
    "        972.73,\n",
    "        3700.52,\n",
    "        1978.37,\n",
    "        1795.93,\n",
    "        1780.79,\n",
    "        6343.94,\n",
    "        1074.85,\n",
    "        270.96,\n",
    "        956.12,\n",
    "        1943.68,\n",
    "        480.37,\n",
    "        914.5,\n",
    "        89.56,\n",
    "        963.62,\n",
    "        514.83,\n",
    "        148.83,\n",
    "        171.14,\n",
    "        704.5,\n",
    "    ],\n",
    "}\n",
    "\n",
    "data_financial = {\n",
    "    2011: [\n",
    "        12363.18,\n",
    "        5219.24,\n",
    "        8483.17,\n",
    "        3960.87,\n",
    "        5015.89,\n",
    "        8158.98,\n",
    "        3679.91,\n",
    "        4918.09,\n",
    "        11142.86,\n",
    "        20842.21,\n",
    "        14180.23,\n",
    "        4975.96,\n",
    "        6878.74,\n",
    "        3921.2,\n",
    "        17370.89,\n",
    "        7991.72,\n",
    "        7247.02,\n",
    "        7539.54,\n",
    "        24097.7,\n",
    "        3998.33,\n",
    "        1148.93,\n",
    "        3623.81,\n",
    "        7014.04,\n",
    "        2781.29,\n",
    "        3701.79,\n",
    "        322.57,\n",
    "        4355.81,\n",
    "        1963.79,\n",
    "        540.18,\n",
    "        861.92,\n",
    "        2245.12,\n",
    "    ],\n",
    "    2010: [\n",
    "        10600.84,\n",
    "        4238.65,\n",
    "        7123.77,\n",
    "        3412.38,\n",
    "        4209.03,\n",
    "        6849.37,\n",
    "        3111.12,\n",
    "        4040.55,\n",
    "        9833.51,\n",
    "        17131.45,\n",
    "        12063.82,\n",
    "        4193.69,\n",
    "        5850.62,\n",
    "        3121.4,\n",
    "        14343.14,\n",
    "        6607.89,\n",
    "        6053.37,\n",
    "        6369.27,\n",
    "        20711.55,\n",
    "        3383.11,\n",
    "        953.67,\n",
    "        2881.08,\n",
    "        6030.41,\n",
    "        2177.07,\n",
    "        2892.31,\n",
    "        274.82,\n",
    "        3688.93,\n",
    "        1536.5,\n",
    "        470.88,\n",
    "        702.45,\n",
    "        1766.69,\n",
    "    ],\n",
    "    2009: [\n",
    "        9179.19,\n",
    "        3405.16,\n",
    "        6068.31,\n",
    "        2886.92,\n",
    "        3696.65,\n",
    "        5891.25,\n",
    "        2756.26,\n",
    "        3371.95,\n",
    "        8930.85,\n",
    "        13629.07,\n",
    "        9918.78,\n",
    "        3662.15,\n",
    "        5048.49,\n",
    "        2637.07,\n",
    "        11768.18,\n",
    "        5700.91,\n",
    "        5127.12,\n",
    "        5402.81,\n",
    "        18052.59,\n",
    "        2919.13,\n",
    "        748.59,\n",
    "        2474.44,\n",
    "        5198.8,\n",
    "        1885.79,\n",
    "        2519.62,\n",
    "        240.85,\n",
    "        3143.74,\n",
    "        1363.27,\n",
    "        398.54,\n",
    "        563.74,\n",
    "        1587.72,\n",
    "    ],\n",
    "    2008: [\n",
    "        8375.76,\n",
    "        2886.65,\n",
    "        5276.04,\n",
    "        2759.46,\n",
    "        3212.06,\n",
    "        5207.72,\n",
    "        2412.26,\n",
    "        2905.68,\n",
    "        7872.23,\n",
    "        11888.53,\n",
    "        8799.31,\n",
    "        3234.64,\n",
    "        4346.4,\n",
    "        2355.86,\n",
    "        10358.64,\n",
    "        5099.76,\n",
    "        4466.85,\n",
    "        4633.67,\n",
    "        16321.46,\n",
    "        2529.51,\n",
    "        643.47,\n",
    "        2160.48,\n",
    "        4561.69,\n",
    "        1652.34,\n",
    "        2218.81,\n",
    "        218.67,\n",
    "        2699.74,\n",
    "        1234.21,\n",
    "        355.93,\n",
    "        475,\n",
    "        1421.38,\n",
    "    ],\n",
    "    2007: [\n",
    "        7236.15,\n",
    "        2250.04,\n",
    "        4600.72,\n",
    "        2257.99,\n",
    "        2467.41,\n",
    "        4486.74,\n",
    "        2025.44,\n",
    "        2493.04,\n",
    "        6821.11,\n",
    "        9730.91,\n",
    "        7613.46,\n",
    "        2789.78,\n",
    "        3770,\n",
    "        1918.95,\n",
    "        8620.24,\n",
    "        4511.97,\n",
    "        3812.34,\n",
    "        3835.4,\n",
    "        14076.83,\n",
    "        2156.76,\n",
    "        528.84,\n",
    "        1825.21,\n",
    "        3881.6,\n",
    "        1312.94,\n",
    "        1896.78,\n",
    "        188.06,\n",
    "        2178.2,\n",
    "        1037.11,\n",
    "        294.91,\n",
    "        366.18,\n",
    "        1246.89,\n",
    "    ],\n",
    "    2006: [\n",
    "        5837.55,\n",
    "        1902.31,\n",
    "        3895.36,\n",
    "        1846.18,\n",
    "        1934.35,\n",
    "        3798.26,\n",
    "        1687.07,\n",
    "        2096.35,\n",
    "        5508.48,\n",
    "        7914.11,\n",
    "        6281.86,\n",
    "        2390.29,\n",
    "        3022.83,\n",
    "        1614.65,\n",
    "        7187.26,\n",
    "        3721.44,\n",
    "        3111.98,\n",
    "        3229.42,\n",
    "        11585.82,\n",
    "        1835.12,\n",
    "        433.57,\n",
    "        1649.2,\n",
    "        3319.62,\n",
    "        989.38,\n",
    "        1557.91,\n",
    "        159.76,\n",
    "        1806.36,\n",
    "        900.16,\n",
    "        249.04,\n",
    "        294.78,\n",
    "        1058.16,\n",
    "    ],\n",
    "    2005: [\n",
    "        4854.33,\n",
    "        1658.19,\n",
    "        3340.54,\n",
    "        1611.07,\n",
    "        1542.26,\n",
    "        3295.45,\n",
    "        1413.83,\n",
    "        1857.42,\n",
    "        4776.2,\n",
    "        6612.22,\n",
    "        5360.1,\n",
    "        2137.77,\n",
    "        2551.41,\n",
    "        1411.92,\n",
    "        5924.74,\n",
    "        3181.27,\n",
    "        2655.94,\n",
    "        2882.88,\n",
    "        9772.5,\n",
    "        1560.92,\n",
    "        377.17,\n",
    "        1440.32,\n",
    "        2836.73,\n",
    "        815.32,\n",
    "        1374.62,\n",
    "        137.24,\n",
    "        1546.59,\n",
    "        787.36,\n",
    "        213.37,\n",
    "        259.49,\n",
    "        929.41,\n",
    "    ],\n",
    "    2004: [\n",
    "        4092.27,\n",
    "        1319.76,\n",
    "        2805.47,\n",
    "        1375.67,\n",
    "        1270,\n",
    "        2811.95,\n",
    "        1223.64,\n",
    "        1657.77,\n",
    "        4097.26,\n",
    "        5198.03,\n",
    "        4584.22,\n",
    "        1963.9,\n",
    "        2206.02,\n",
    "        1225.8,\n",
    "        4764.7,\n",
    "        2722.4,\n",
    "        2292.55,\n",
    "        2428.95,\n",
    "        8335.3,\n",
    "        1361.92,\n",
    "        335.3,\n",
    "        1229.62,\n",
    "        2510.3,\n",
    "        661.8,\n",
    "        1192.53,\n",
    "        123.3,\n",
    "        1234.6,\n",
    "        688.41,\n",
    "        193.7,\n",
    "        227.73,\n",
    "        833.36,\n",
    "    ],\n",
    "    2003: [\n",
    "        3435.95,\n",
    "        1150.81,\n",
    "        2439.68,\n",
    "        1176.65,\n",
    "        1000.79,\n",
    "        2487.85,\n",
    "        1075.48,\n",
    "        1467.9,\n",
    "        3404.19,\n",
    "        4493.31,\n",
    "        3890.79,\n",
    "        1638.42,\n",
    "        1949.91,\n",
    "        1043.08,\n",
    "        4112.43,\n",
    "        2358.86,\n",
    "        2003.08,\n",
    "        1995.78,\n",
    "        7178.94,\n",
    "        1178.25,\n",
    "        293.85,\n",
    "        1081.35,\n",
    "        2189.68,\n",
    "        558.28,\n",
    "        1013.76,\n",
    "        96.76,\n",
    "        1063.89,\n",
    "        589.91,\n",
    "        169.81,\n",
    "        195.46,\n",
    "        753.91,\n",
    "    ],\n",
    "    2002: [\n",
    "        2982.57,\n",
    "        997.47,\n",
    "        2149.75,\n",
    "        992.69,\n",
    "        811.47,\n",
    "        2258.17,\n",
    "        958.88,\n",
    "        1319.4,\n",
    "        3038.9,\n",
    "        3891.92,\n",
    "        3227.99,\n",
    "        1399.02,\n",
    "        1765.8,\n",
    "        972.73,\n",
    "        3700.52,\n",
    "        1978.37,\n",
    "        1795.93,\n",
    "        1780.79,\n",
    "        6343.94,\n",
    "        1074.85,\n",
    "        270.96,\n",
    "        956.12,\n",
    "        1943.68,\n",
    "        480.37,\n",
    "        914.5,\n",
    "        89.56,\n",
    "        963.62,\n",
    "        514.83,\n",
    "        148.83,\n",
    "        171.14,\n",
    "        704.5,\n",
    "    ],\n",
    "}\n",
    "\n",
    "\n",
    "def format_data(data: dict) -> dict:\n",
    "    for year in range(2002, 2012):\n",
    "        max_data, sum_data = 0, 0\n",
    "        temp = data[year]\n",
    "        max_data = max(temp)\n",
    "        for i in range(len(temp)):\n",
    "            sum_data += temp[i]\n",
    "            data[year][i] = {\"name\": name_list[i], \"value\": temp[i]}\n",
    "        data[str(year) + \"max\"] = int(max_data / 100) * 100\n",
    "        data[str(year) + \"sum\"] = sum_data\n",
    "    return data\n",
    "\n",
    "\n",
    "# GDP\n",
    "total_data[\"dataGDP\"] = format_data(data=data_gdp)\n",
    "# 第一产业\n",
    "total_data[\"dataPI\"] = format_data(data=data_pi)\n",
    "# 第二产业\n",
    "total_data[\"dataSI\"] = format_data(data=data_si)\n",
    "# 第三产业\n",
    "total_data[\"dataTI\"] = format_data(data=data_ti)\n",
    "# 房地产\n",
    "total_data[\"dataEstate\"] = format_data(data=data_estate)\n",
    "# 金融\n",
    "total_data[\"dataFinancial\"] = format_data(data=data_financial)\n",
    "\n",
    "\n",
    "#####################################################################################\n",
    "# 2002 - 2011 年的数据\n",
    "def get_year_overlap_chart(year: int) -> Bar:\n",
    "    bar = (\n",
    "        Bar()\n",
    "        .add_xaxis(xaxis_data=name_list)\n",
    "        .add_yaxis(\n",
    "            \"GDP\",\n",
    "            total_data[\"dataGDP\"][year],\n",
    "            is_selected=False,\n",
    "            label_opts=opts.LabelOpts(is_show=False),\n",
    "        )\n",
    "        .add_yaxis(\n",
    "            \"金融\",\n",
    "            total_data[\"dataFinancial\"][year],\n",
    "            is_selected=False,\n",
    "            label_opts=opts.LabelOpts(is_show=False),\n",
    "        )\n",
    "        .add_yaxis(\n",
    "            \"房地产\",\n",
    "            total_data[\"dataEstate\"][year],\n",
    "            is_selected=False,\n",
    "            label_opts=opts.LabelOpts(is_show=False),\n",
    "        )\n",
    "        .add_yaxis(\n",
    "            \"第一产业\",\n",
    "            total_data[\"dataPI\"][year],\n",
    "            label_opts=opts.LabelOpts(is_show=False),\n",
    "        )\n",
    "        .add_yaxis(\n",
    "            \"第二产业\",\n",
    "            total_data[\"dataSI\"][year],\n",
    "            label_opts=opts.LabelOpts(is_show=False),\n",
    "        )\n",
    "        .add_yaxis(\n",
    "            \"第三产业\",\n",
    "            total_data[\"dataTI\"][year],\n",
    "            label_opts=opts.LabelOpts(is_show=False),\n",
    "        )\n",
    "        .set_global_opts(\n",
    "            title_opts=opts.TitleOpts(\n",
    "                title=\"{}全国宏观经济指标\".format(year), subtitle=\"数据来自国家统计局\"\n",
    "            ),\n",
    "            tooltip_opts=opts.TooltipOpts(\n",
    "                is_show=True, trigger=\"axis\", axis_pointer_type=\"shadow\"\n",
    "            ),\n",
    "        )\n",
    "    )\n",
    "    pie = (\n",
    "        Pie()\n",
    "        .add(\n",
    "            \"GDP占比\",\n",
    "            [\n",
    "                [\"第一产业\", total_data[\"dataPI\"][\"{}sum\".format(year)]],\n",
    "                [\"第二产业\", total_data[\"dataSI\"][\"{}sum\".format(year)]],\n",
    "                [\"第三产业\", total_data[\"dataTI\"][\"{}sum\".format(year)]],\n",
    "            ],\n",
    "            center=[\"75%\", \"35%\"],\n",
    "            radius=\"28%\",\n",
    "        )\n",
    "        .set_series_opts(tooltip_opts=opts.TooltipOpts(is_show=True, trigger=\"item\"))\n",
    "    )\n",
    "    return bar.overlap(pie)\n",
    "\n",
    "\n",
    "# 生成时间轴的图\n",
    "timeline = Timeline()\n",
    "\n",
    "for y in range(2002, 2012):\n",
    "    timeline.add(get_year_overlap_chart(year=y), time_point=str(y))\n",
    "\n",
    "# 1.0.0 版本的 add_schema 暂时没有补上 return self 所以只能这么写着\n",
    "timeline.add_schema(is_auto_play=True, play_interval=1000)\n",
    "timeline.load_javascript()\n",
    "timeline.render_notebook()\n",
    "#timeline.render(\"finance_indices_2002.html\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 多Y轴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
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       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
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       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
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       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
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       "            \"barMinHeight\": 0,\n",
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       "            \"largeThreshold\": 400,\n",
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       "            \"data\": [\n",
       "                2.6,\n",
       "                5.9,\n",
       "                9.0,\n",
       "                26.4,\n",
       "                28.7,\n",
       "                70.7,\n",
       "                175.6,\n",
       "                182.2,\n",
       "                48.7,\n",
       "                18.8,\n",
       "                6.0,\n",
       "                2.3\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u84b8\\u53d1\\u91cf\",\n",
       "                \"\\u964d\\u6c34\\u91cf\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"\\u84b8\\u53d1\\u91cf\": true,\n",
       "                \"\\u964d\\u6c34\\u91cf\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"axis\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"cross\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"1\\u6708\",\n",
       "                \"2\\u6708\",\n",
       "                \"3\\u6708\",\n",
       "                \"4\\u6708\",\n",
       "                \"5\\u6708\",\n",
       "                \"6\\u6708\",\n",
       "                \"7\\u6708\",\n",
       "                \"8\\u6708\",\n",
       "                \"9\\u6708\",\n",
       "                \"10\\u6708\",\n",
       "                \"11\\u6708\",\n",
       "                \"12\\u6708\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"type\": \"value\",\n",
       "            \"name\": \"\\u964d\\u6c34\\u91cf\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"axisLine\": {\n",
       "                \"show\": true,\n",
       "                \"onZero\": true,\n",
       "                \"onZeroAxisIndex\": 0,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\",\n",
       "                    \"color\": \"#5793f3\"\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{value} ml\"\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"position\": \"right\",\n",
       "            \"offset\": 80,\n",
       "            \"splitNumber\": 5,\n",
       "            \"min\": 0,\n",
       "            \"max\": 250,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"value\",\n",
       "            \"name\": \"\\u84b8\\u53d1\\u91cf\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"axisLine\": {\n",
       "                \"show\": true,\n",
       "                \"onZero\": true,\n",
       "                \"onZeroAxisIndex\": 0,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\",\n",
       "                    \"color\": \"#d14a61\"\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{value} ml\"\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"position\": \"right\",\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"min\": 0,\n",
       "            \"max\": 250,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"value\",\n",
       "            \"name\": \"\\u6e29\\u5ea6\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"axisLine\": {\n",
       "                \"show\": true,\n",
       "                \"onZero\": true,\n",
       "                \"onZeroAxisIndex\": 0,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\",\n",
       "                    \"color\": \"#675bba\"\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{value} \\u00b0C\"\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"position\": \"left\",\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"min\": 0,\n",
       "            \"max\": 25,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_4ce3be081b7a4b7682cc0323fba6ea39.setOption(option_4ce3be081b7a4b7682cc0323fba6ea39);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fedae4cae10>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "colors = [\"#5793f3\", \"#d14a61\", \"#675bba\"]\n",
    "x_data = [\"1月\", \"2月\", \"3月\", \"4月\", \"5月\", \"6月\", \"7月\", \"8月\", \"9月\", \"10月\", \"11月\", \"12月\"]\n",
    "legend_list = [\"蒸发量\", \"降水量\", \"平均温度\"]\n",
    "evaporation_capacity = [\n",
    "    2.0,\n",
    "    4.9,\n",
    "    7.0,\n",
    "    23.2,\n",
    "    25.6,\n",
    "    76.7,\n",
    "    135.6,\n",
    "    162.2,\n",
    "    32.6,\n",
    "    20.0,\n",
    "    6.4,\n",
    "    3.3,\n",
    "]\n",
    "rainfall_capacity = [\n",
    "    2.6,\n",
    "    5.9,\n",
    "    9.0,\n",
    "    26.4,\n",
    "    28.7,\n",
    "    70.7,\n",
    "    175.6,\n",
    "    182.2,\n",
    "    48.7,\n",
    "    18.8,\n",
    "    6.0,\n",
    "    2.3,\n",
    "]\n",
    "average_temperature = [2.0, 2.2, 3.3, 4.5, 6.3, 10.2, 20.3, 23.4, 23.0, 16.5, 12.0, 6.2]\n",
    "\n",
    "dwz = (\n",
    "    Bar(init_opts=opts.InitOpts(width=\"1260px\", height=\"720px\"))\n",
    "    .add_xaxis(xaxis_data=x_data)\n",
    "    .add_yaxis(\n",
    "        \"蒸发量\",\n",
    "        evaporation_capacity,\n",
    "        yaxis_index=0,\n",
    "        color=colors[1],\n",
    "    )\n",
    "    .add_yaxis(\n",
    "        \"降水量\", rainfall_capacity, yaxis_index=1, color=colors[0]\n",
    "    )\n",
    "    .extend_axis(\n",
    "        yaxis=opts.AxisOpts(\n",
    "            name=\"蒸发量\",\n",
    "            type_=\"value\",\n",
    "            min_=0,\n",
    "            max_=250,\n",
    "            position=\"right\",\n",
    "            axisline_opts=opts.AxisLineOpts(\n",
    "                linestyle_opts=opts.LineStyleOpts(color=colors[1])\n",
    "            ),\n",
    "            axislabel_opts=opts.LabelOpts(formatter=\"{value} ml\"),\n",
    "        )\n",
    "    )\n",
    "    .extend_axis(\n",
    "        yaxis=opts.AxisOpts(\n",
    "            type_=\"value\",\n",
    "            name=\"温度\",\n",
    "            min_=0,\n",
    "            max_=25,\n",
    "            position=\"left\",\n",
    "            axisline_opts=opts.AxisLineOpts(\n",
    "                linestyle_opts=opts.LineStyleOpts(color=colors[2])\n",
    "            ),\n",
    "            axislabel_opts=opts.LabelOpts(formatter=\"{value} °C\"),\n",
    "            splitline_opts=opts.SplitLineOpts(\n",
    "                is_show=True, linestyle_opts=opts.LineStyleOpts(opacity=1)\n",
    "            ),\n",
    "        )\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        yaxis_opts=opts.AxisOpts(\n",
    "            type_=\"value\",\n",
    "            name=\"降水量\",\n",
    "            min_=0,\n",
    "            max_=250,\n",
    "            position=\"right\",\n",
    "            offset=80,\n",
    "            axisline_opts=opts.AxisLineOpts(\n",
    "                linestyle_opts=opts.LineStyleOpts(color=colors[0])\n",
    "            ),\n",
    "            axislabel_opts=opts.LabelOpts(formatter=\"{value} ml\"),\n",
    "        ),\n",
    "        tooltip_opts=opts.TooltipOpts(trigger=\"axis\", axis_pointer_type=\"cross\"),\n",
    "    )\n",
    ")\n",
    "\n",
    "line = (\n",
    "    Line()\n",
    "    .add_xaxis(xaxis_data=x_data)\n",
    "    .add_yaxis(\n",
    "        series_name=\"平均温度\", y_axis=average_temperature, yaxis_index=2, color=colors[2]\n",
    "    )\n",
    ")\n",
    "dwz.load_javascript()\n",
    "dwz.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 堆叠占比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"625e2f2c9cbe4fa28690abd8d4d0fbe3\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_625e2f2c9cbe4fa28690abd8d4d0fbe3 = echarts.init(\n",
       "                    document.getElementById('625e2f2c9cbe4fa28690abd8d4d0fbe3'), 'light', {renderer: 'canvas'});\n",
       "                var option_625e2f2c9cbe4fa28690abd8d4d0fbe3 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"product1\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"value\": 12,\n",
       "                    \"percent\": 0.8\n",
       "                },\n",
       "                {\n",
       "                    \"value\": 23,\n",
       "                    \"percent\": 0.5227272727272727\n",
       "                },\n",
       "                {\n",
       "                    \"value\": 33,\n",
       "                    \"percent\": 0.868421052631579\n",
       "                },\n",
       "                {\n",
       "                    \"value\": 3,\n",
       "                    \"percent\": 0.05454545454545454\n",
       "                },\n",
       "                {\n",
       "                    \"value\": 33,\n",
       "                    \"percent\": 0.4342105263157895\n",
       "                }\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"stack\": \"stack1\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"50%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"right\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": function(x){return Number(x.data.percent * 100).toFixed() + '%';}\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"product2\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"value\": 3,\n",
       "                    \"percent\": 0.2\n",
       "                },\n",
       "                {\n",
       "                    \"value\": 21,\n",
       "                    \"percent\": 0.4772727272727273\n",
       "                },\n",
       "                {\n",
       "                    \"value\": 5,\n",
       "                    \"percent\": 0.13157894736842105\n",
       "                },\n",
       "                {\n",
       "                    \"value\": 52,\n",
       "                    \"percent\": 0.9454545454545454\n",
       "                },\n",
       "                {\n",
       "                    \"value\": 43,\n",
       "                    \"percent\": 0.5657894736842105\n",
       "                }\n",
       "            ],\n",
       "            \"showBackground\": false,\n",
       "            \"stack\": \"stack1\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"50%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"right\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": function(x){return Number(x.data.percent * 100).toFixed() + '%';}\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"product1\",\n",
       "                \"product2\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"product1\": true,\n",
       "                \"product2\": true\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                1,\n",
       "                2,\n",
       "                3,\n",
       "                4,\n",
       "                5\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_625e2f2c9cbe4fa28690abd8d4d0fbe3.setOption(option_625e2f2c9cbe4fa28690abd8d4d0fbe3);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7fedae5abf60>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.render import make_snapshot\n",
    "from snapshot_selenium import snapshot as driver\n",
    "\n",
    "list2 = [\n",
    "    {\"value\": 12, \"percent\": 12 / (12 + 3)},\n",
    "    {\"value\": 23, \"percent\": 23 / (23 + 21)},\n",
    "    {\"value\": 33, \"percent\": 33 / (33 + 5)},\n",
    "    {\"value\": 3, \"percent\": 3 / (3 + 52)},\n",
    "    {\"value\": 33, \"percent\": 33 / (33 + 43)},\n",
    "]\n",
    "\n",
    "list3 = [\n",
    "    {\"value\": 3, \"percent\": 3 / (12 + 3)},\n",
    "    {\"value\": 21, \"percent\": 21 / (23 + 21)},\n",
    "    {\"value\": 5, \"percent\": 5 / (33 + 5)},\n",
    "    {\"value\": 52, \"percent\": 52 / (3 + 52)},\n",
    "    {\"value\": 43, \"percent\": 43 / (33 + 43)},\n",
    "]\n",
    "\n",
    "def bar_chart() -> Bar:\n",
    "    c = (\n",
    "        Bar(init_opts=opts.InitOpts(theme=ThemeType.LIGHT))\n",
    "        .add_xaxis([1, 2, 3, 4, 5])\n",
    "        .add_yaxis(\"product1\", list2, stack=\"stack1\", category_gap=\"50%\")\n",
    "        .add_yaxis(\"product2\", list3, stack=\"stack1\", category_gap=\"50%\")\n",
    "        .set_series_opts(\n",
    "            label_opts=opts.LabelOpts(\n",
    "                position=\"right\",\n",
    "                formatter=JsCode(\n",
    "                    \"function(x){return Number(x.data.percent * 100).toFixed() + '%';}\"\n",
    "                ),\n",
    "            )\n",
    "        )\n",
    "    )\n",
    "    return c\n",
    "#bar_chart().render()\n",
    "bar_chart().load_javascript()\n",
    "bar_chart().render_notebook()\n",
    "#make_snapshot(driver, bar_chart().render(), \"bar.png\")#保存为图片,google浏览器打开需要装驱动"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以下及部分的详解下周再弄"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'/home/deep_learning/platforms/pyecharts/test/test_jupyter/bingtu.html'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "\n",
    "# 示例数据\n",
    "cate = ['Apple', 'Huawei', 'Xiaomi', 'Oppo', 'Vivo', 'Meizu']\n",
    "data = [153, 124, 107, 99, 89, 46]\n",
    "pie = (Pie()\n",
    "       .add('', [list(z) for z in zip(cate, data)],\n",
    "            radius=[\"30%\", \"75%\"],\n",
    "            rosetype=\"radius\")\n",
    "       .set_global_opts(title_opts=opts.TitleOpts(title=\"Pie-基本示例\", subtitle=\"我是副标题\"))\n",
    "       .set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {d}%\"))\n",
    "      )\n",
    "\n",
    "pie.render('bingtu.html')\n",
    "pie.load_javascript()\n",
    "pie.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'/home/deep_learning/platforms/pyecharts/test/test_jupyter/zexiantu.html'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.charts import Line\n",
    "from pyecharts import options as opts\n",
    "\n",
    "# 示例数据\n",
    "cate = ['Apple', 'Huawei', 'Xiaomi', 'Oppo', 'Vivo', 'Meizu']\n",
    "data1 = [123, 153, 89, 107, 98, 23]\n",
    "data2 = [56, 77, 93, 68, 45, 67]\n",
    "\"\"\"\n",
    "折线图示例:\n",
    "1. is_smooth 折线 OR 平滑\n",
    "2. markline_opts 标记线 OR 标记点\n",
    "\"\"\"\n",
    "line = (Line()\n",
    "       .add_xaxis(cate)\n",
    "       .add_yaxis('电商渠道', data1, \n",
    "                  markline_opts=opts.MarkLineOpts(data=[opts.MarkLineItem(type_=\"average\")]))\n",
    "       .add_yaxis('门店', data2, \n",
    "                  is_smooth=True, \n",
    "                  markpoint_opts=opts.MarkPointOpts(data=[opts.MarkPointItem(name=\"自定义标记点\", \n",
    "                                                                             coord=[cate[2], data2[2]], value=data2[2])]))\n",
    "       .set_global_opts(title_opts=opts.TitleOpts(title=\"Line-基本示例\", subtitle=\"我是副标题\"))\n",
    "      )\n",
    "\n",
    "line.render('zexiantu.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 漏斗图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'/home/deep_learning/platforms/pyecharts/test/test_jupyter/loudou.html'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.charts import Funnel\n",
    "from pyecharts import options as opts\n",
    "\n",
    "# 示例数据\n",
    "cate = ['访问', '注册', '加入购物车', '提交订单', '付款成功']\n",
    "data = [30398, 15230, 10045, 8109, 5698]\n",
    "\"\"\"\n",
    "漏斗图示例：\n",
    "1. sort_控制排序，默认降序；\n",
    "2. 标签显示位置\n",
    "\"\"\"\n",
    "funnel = (Funnel()\n",
    "          .add(\"用户数\", [list(z) for z in zip(cate, data)], \n",
    "               sort_='ascending',\n",
    "               label_opts=opts.LabelOpts(position=\"inside\"))\n",
    "          .set_global_opts(title_opts=opts.TitleOpts(title=\"Funnel-基本示例\", subtitle=\"我是副标题\"))\n",
    "         )\n",
    "\n",
    "funnel.render('loudou.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'/home/deep_learning/platforms/pyecharts/test/test_jupyter/relitu.html'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.charts import HeatMap\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.faker import Faker\n",
    "import random\n",
    "\n",
    "# 示例数据\n",
    "data = [[i, j, random.randint(0, 50)] for i in range(24) for j in range(7)]\n",
    "heat = (HeatMap()\n",
    "        .add_xaxis(Faker.clock)\n",
    "        .add_yaxis(\"访客数\", \n",
    "                   Faker.week, \n",
    "                   data,\n",
    "                   label_opts=opts.LabelOpts(is_show=True, position=\"inside\"))\n",
    "        .set_global_opts(\n",
    "            title_opts=opts.TitleOpts(title=\"HeatMap-基本示例\", subtitle=\"我是副标题\"),\n",
    "            visualmap_opts=opts.VisualMapOpts(),\n",
    "            legend_opts=opts.LegendOpts(is_show=False))\n",
    "       )\n",
    "\n",
    "heat.render('relitu.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('广东', 94), ('湖北', 68), ('湖南', 67), ('四川', 56), ('重庆', 104), ('黑龙江', 125), ('浙江', 119), ('山西', 78), ('河北', 119), ('安徽', 112), ('河南', 146), ('山东', 110), ('西藏', 72)]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'/home/deep_learning/platforms/pyecharts/test/test_jupyter/dilitu.html'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "import random\n",
    "\n",
    "province = ['广东', '湖北', '湖南', '四川', '重庆', '黑龙江', '浙江', '山西', '河北', '安徽', '河南', '山东', '西藏']\n",
    "data = [(i, random.randint(50, 150)) for i in province]\n",
    "print(data)\n",
    "_map = (\n",
    "    Map()\n",
    "        .add(\"销售额\", data, \"china\")\n",
    "        .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-基本示例\"),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "        visualmap_opts=opts.VisualMapOpts(max_=200, is_piecewise=True),\n",
    "    )\n",
    ")\n",
    "\n",
    "_map.render('dilitu.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 地理热点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'/home/deep_learning/platforms/pyecharts/test/test_jupyter/diretu.html'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Geo\n",
    "from pyecharts.globals import ChartType\n",
    "import random\n",
    "\n",
    "province = ['武汉', '十堰', '鄂州', '宜昌', '荆州', '孝感', '黄石', '咸宁', '仙桃']\n",
    "data = [(i, random.randint(50, 150)) for i in province]\n",
    "geo = (Geo().\n",
    "        add_schema(maptype=\"湖北\")\n",
    "        .add(\"门店数\", data,type_=ChartType.HEATMAP)\n",
    "        .set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
    "        .set_global_opts(\n",
    "            visualmap_opts=opts.VisualMapOpts(),\n",
    "            legend_opts=opts.LegendOpts(is_show=False),\n",
    "            title_opts=opts.TitleOpts(title=\"Geo-湖北热力地图\"))\n",
    "      )\n",
    "\n",
    "geo.render('diretu.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 组合图标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/composite_charts/grid.py:17: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'/home/deep_learning/platforms/pyecharts/test/test_jupyter/zuhetubiao.html'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map, Bar, Grid\n",
    "from pyecharts.globals import ChartType, ThemeType\n",
    "import random\n",
    "\n",
    "province = ['武汉', '十堰', '鄂州', '宜昌', '荆州', '孝感', '黄石', '咸宁', '仙桃']\n",
    "data = [324, 125, 145, 216, 241, 244, 156, 278, 169]\n",
    "bar = (Bar()\n",
    "       .add_xaxis(province)\n",
    "       .add_yaxis('营业额', data)\n",
    "       .set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
    "       .set_global_opts(\n",
    "            title_opts=opts.TitleOpts(title=\"Grid-Bar\")\n",
    "        )\n",
    "      )\n",
    "\n",
    "line = (Line()\n",
    "       .add_xaxis(province)\n",
    "       .add_yaxis('营业额', data, \n",
    "                  markline_opts=opts.MarkLineOpts(data=[opts.MarkLineItem(type_=\"average\")]))\n",
    "       .set_global_opts(title_opts=opts.TitleOpts(title=\"Grid-Line\", pos_top=\"48%\"))\n",
    "      )\n",
    "\n",
    "grid = (\n",
    "        Grid()\n",
    "        .add(bar, grid_opts=opts.GridOpts(pos_bottom=\"60%\"))\n",
    "        .add(line, grid_opts=opts.GridOpts(pos_top=\"60%\"))\n",
    "    )\n",
    "\n",
    "grid.render('zuhetubiao.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 主题设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'/home/deep_learning/platforms/pyecharts/test/test_jupyter/zuti.html'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.globals import ThemeType\n",
    "\n",
    "# 示例数据\n",
    "cate = ['Apple', 'Huawei', 'Xiaomi', 'Oppo', 'Vivo', 'Meizu']\n",
    "data1 = [123, 153, 89, 107, 98, 23]\n",
    "data2 = [56, 77, 93, 68, 45, 67]\n",
    "\"\"\"\n",
    "主题设置：\n",
    "默认white\n",
    "\"\"\"\n",
    "bar = (Bar(init_opts=opts.InitOpts(theme=ThemeType.ROMANTIC))\n",
    "       .add_xaxis(cate)\n",
    "       .add_yaxis('电商渠道', data1)\n",
    "       .add_yaxis('门店', data2)\n",
    "       .set_series_opts(label_opts=opts.LabelOpts(is_show=False),\n",
    "                        markpoint_opts=opts.MarkPointOpts(data=[opts.MarkPointItem(type_=\"max\", name=\"最大值\"),]))\n",
    "       .set_global_opts(title_opts=opts.TitleOpts(title=\"Theme-ROMANTIC\"))\n",
    "      )\n",
    "\n",
    "bar.render('zuti.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 时间轴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/composite_charts/timeline.py:12: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'/home/deep_learning/platforms/pyecharts/test/test_jupyter/shijianzhou.html'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar, Timeline\n",
    "from pyecharts.globals import ThemeType\n",
    "\n",
    "# 示例数据\n",
    "cate = ['Apple', 'Huawei', 'Xiaomi', 'Oppo', 'Vivo', 'Meizu']\n",
    "tl = Timeline()\n",
    "for i in range(2015, 2020):\n",
    "    bar = (\n",
    "        Bar()\n",
    "        .add_xaxis(cate)\n",
    "        .add_yaxis(\"线上\", [random.randint(50, 150) for _ in cate])\n",
    "        .add_yaxis(\"门店\", [random.randint(100, 200) for _ in cate])\n",
    "        .set_global_opts(title_opts=opts.TitleOpts(\"手机品牌{}年营业额\".format(i)))\n",
    "    )\n",
    "    tl.add(bar, \"{}年\".format(i))\n",
    "\n",
    "tl.render('shijianzhou.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    }
   ],
   "source": [
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis(Faker.days_attrs)\n",
    "    .add_yaxis(\"商家A\", Faker.days_values)\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Bar-DataZoom?slider-水平\"),\n",
    "        datazoom_opts=opts.DataZoomOpts(),\n",
    "    )\n",
    "    .render(\"bar_datazoom_slider.html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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